A deep dive for the sceptics
Since this is a question about which there seems to be a lot of misunderstanding, it seems worthwhile to take a deeper look, even though the given answers are perfectly satisfactory.
First, some terminology clarification. When people say something like “the kinetic energy of molecules in a liquid is the same as in a gas at constant temperature”, the “kinetic energy” in question is very specifically the average molecular translational kinetic energy. Mathematically, this is
$$K.E. = \frac12m\langle v_x^2\rangle + \frac12m\langle v_y^2\rangle + \frac12m\langle v_z^2\rangle$$
Where $\langle v_x^2\rangle$ is the average of the square of the x-component of the velocity of the molecule’s center of mass for a large population of molecules.
Note that rotations and vibrations in which the molecular center of mass does not move do not contribute to this total, even though there is atomic kinetic energy in those movements. Those kinetic energies are part of the total energy of the molecule, but are not part of the kinetic energy that we are referring to in the context of thermal equilibrium between phases.
So the claim that is being made is that this specific sum of translational kinetic energies is the same for molecules at the same temperature regardless of state. As I’ll explain below, this is true for systems that behave classically, which is a good approximation for most cases, but at low temperatures the quantum behavior of actual molecular systems causes deviations from the classical result.
Equipartition
You can find much more thorough information on equipartition elsewhere. What we need to know here is that the equipartition theorem tells us that in a classical system at thermal equilibrium, energy is evenly distributed between all “quadratic” energy terms. Our kinetic energy terms represent some of these quadratic energies, since the velocity terms are squared. The other type of quadratic term that is of interest is the potential energy of a harmonic oscillator, which has the form $\frac12 k \langle\Delta x^2\rangle$, where $ \Delta x$ is the deviation from the equilibrium position.
In this classical framework, if a gas and a solid are in thermal equilibrium, then the three molecular translational KE terms of the molecules in the gas must have the same amount of energy as the three molecular translational KE terms of the molecules in the solid. Thus the sum of the three terms is the same for a gas as for a solid. This sum is $\frac32 k_B T$ per molecule or $\frac32 RT$ for a mole of molecules.
Equipartition is directly observable in the heat capacity of substances. Because all of the quadratic energies must remain equal to each other, one cannot increase the molecular translational energies without simultaneously increasing the energies of all of the other quadratics. Since the temperature is proportional only to the molecular translational kinetic energy, the total number of these quadratic terms determines the amount of total heat that has to be added for a given increase in the molecular translational KE, ie the heat capacity of a substance.
Quantum effects
Of course, molecules are not purely classical systems, so we need to consider how quantum effects change this result. A main difference between classical and quantum systems is the quantization of energy levels. These energy levels can be spaced far enough apart that there is not enough energy at a given temperature to excite the system from the ground state to the next higher energy level. This results in some quadratic energy modes not containing as much energy as would be predicted by equipartition. A commonly given example is the intramolecular vibration of dihydrogen, which is not observed to contribute to the heat capacity except at high temperatures. We say that this vibrational mode is “frozen out” at lower temperatures.
In the gas phase, translational modes can be treated as classical continuous energies as long as the container in which the gas is held is sufficiently large. We need now to determine if the same is true for solids.
So the question we must now answer is whether molecular translations can be frozen out in solids, and if so, at what temperatures?
The nature of translations in solids
Within a molecular solid crystal, each molecule typically cannot move very far from its equilibrium position. When it does move from that position, it is pulled and pushed back towards the equilibrium position by interactions with adjacent molecules. Because the center of mass of the molecule moves a short distance and then moves back, these movements are typically described as vibrations rather than translations. It is for this reason that some textbooks will (confusingly) say that solids do not have translations, only vibrations. Because the center of mass of the molecule is in motion, however, these motions contribute to the molecular translational kinetic energy terms as we have defined them above. So with respect to equipartiation, they provide the three KE terms that sum to $\frac32 k_B T$. Mathematically, though, they can be modeled quite well as quantum harmonic oscillators just like intramolecular vibrations (with stationary COM) can. To distinguish between the two, the translational vibrations are often called “external vibrations” or “lattice vibrations”, while the intramolecular vibrations are “internal vibrations.” [That means that these translations also provide potential energy terms to the equipartition, but those aren’t of concern here.]
Because the energy levels of quantum harmonic oscillators can be widely spaced (as in the $\ce{H2}$ vibration example above), it is entirely possible that these translational vibrations in solids can be frozen out at sufficiently low temperature, so we need to know more about the frequencies involved.
Conceptually, we can anticipate that since intermolecular forces in molecular solids are weaker than intramolecular forces and the molecular masses are greater than atomic masses, the frequencies (and therefore vibrational temperatures) of the external (translational) vibrations are expected to be lower than those of intramolecular vibrations, so they would require lower temperatures in order to be frozen out. This is indeed the case.
Example
For crystals with Z molecules in each unit cell, there will necessarily be a total of 3Z orthogonal external vibrational modes spread across a range of frequencies. The highest of these tend to be in the far infrared region with wavenumbers around 100 cm$^{-1}$ or less. For example, solid carbon disulfide has two IR-active modes with wavenumbers around 65 cm$^{-1}$[1]. Solid iodine has three modes between 40 and 60 cm$^{-1}$ and three at even lower wavenumbers.
Using carbon disulfide as a test case, let’s look at the contribution of these modes to the heat capacity at the melting temp, when the solid and liquid phases are in thermal equilibrium. Carbon disulfide has two molecules per unit cell, so there are six external vibration modes, and the two at 65 cm$^{-1}$ are the highest frequency. The melting temperature is 161 K. Using the standard formula, we find that a vibration with wavenumber of 65 cm$^{-1}$ contributes 0.97 R to the molar heat capacity at constant volume at 161 K, only 3% less than the value of 1R predicted by equipartition in a classical system. [Only $\frac12 R$ is translational for each mode. The other half is in the mentioned potential energy of the "vibration". So the contribution to $C_v$ is 3% less than a gas phase translational mode.]
In order to reduce this contribution to less than 90 % of the classical value, we need to go down to nearly 80 K, and this, remember, is for the highest frequency translational vibrations. The contribution of the lower frequencies will remain higher, and so the overall translational KE will be higher than 90% of the predicted value. In this example, therefore, we can conclude that the statement that the translational KE is equal between two phases at thermal equilibrium is a good approximation except at very low temperature.
The same analysis can be conducted with other molecular solids with similar results.
[1] Ishi, K. and Takahashi, S. (1985) Temperature dependence of the infrared active translational modes of solid carbon disulphide. Journal of Chemical Physics 82, 1476. doi: 10.1063/1.448422