Reif's Fundamentals of Statistical and Thermal Physics, pages 627-628, presents Liouville's theorem. I did not understand the punchline. Starting with Hamilton's equations, they derive
$$\frac{\partial\rho}{\partial t}=-\sum_{i=1}^f\left(\frac{\partial\rho}{\partial q_i}\dot{q_i}+\frac{\partial\rho}{\partial p_i}\dot{p_i}\right)$$
where $\rho$ is the density of systems in phase space, f is the degrees of freedom, and q and p are the canonical coordinates.
and from there
$\frac{\partial\rho}{\partial t}=-\sum\left(\frac{\partial\rho}{\partial q_i}\frac{\partial H}{\partial p_i}-\frac{\partial\rho}{\partial p_i}\frac{\partial H}{\partial q_i}\right).$
I was fine with that. Then they go on to say
"Suppose that at any given time... the systems are uniformly distributed over all of phase space. Or, more generally, suppose that $\rho$ is at time $t$ only a function of the energy $E$ of the system, this energy being a constant of the motion.
Then
$\frac{\partial \rho}{\partial q_i}=\frac{\partial\rho}{\partial E}\frac{\partial E}{\partial q_i}=0$ and $\frac{\partial \rho}{\partial p_i}=\frac{\partial \rho}{\partial E}\frac{\partial E}{\partial p_i}=0$
This question was answered, and it was determined that the $=0$ parts were in error. However, Reif goes on to state, without motivation, that $\frac{\partial \rho}{\partial t}=0$ whenever $\rho$ at any given time t depends only on constants of the motion. I am unable to figure out why this is true.