In nonrelativistic (particle-based) QM, many properties of particles cannot be explained. There is no reason that electrons are spin 1/2, or they must have antisymmetric wavefunctions while photons have symmetric ones, or even why particles of the same kind are indistinguishable. These are all put into the theory by hand. We add a "spin" coordinate to the wavefunction for every particle and impose symmetry constraints on multi-particle wavefunctions because these modifications give the right physics. But the changes have no mathematical backing (they are axioms, or more accurately "inputs to the model"), so we can't answer "why."
In QFT, a lot of these questions are answered. Each type of particle corresponds to a single field on spacetime. Every individual particle is a (quantum of) excitation on the corresponding field. (This explains why particles come in only a few "kinds", and are indistinguishable within their kind.) The apparent properties of particles derive from the properties of the field. Photons are spin 1 and bosons because their underlying field is a vector field, and electrons are spin 1/2 and fermions because their underlying field is a Dirac spinor field. It simplifies the problem that QM poses, of "why do the nonillions of fundamental particles I see every day come in only a few types?" down to just "why do these few fields have the types (scalar/spinor/vector/etc.) they have and the couplings they have?". (Of course, this residual question seems nigh-unanswerable.)
Once you move from particles to fields, the vacuum becomes more interesting. Every point of spacetime contains every field (this is just as true classically as it is in QFT). This is true also of "empty" spacetime, containing no particles. Such a vacuum will still have all the fields in them; they will just not be excited. So a statement like "electrons have spin 1/2" applies to all spacetime, including the vacuum, since the electron field is "attached" to all spacetime, including spacetime with no actual electrons.
The phrasing you find on Wikipedia is a bit misleading, IMO. The vacuum of course contains zero spin angular momentum, zero charge, etc. And the properties of the fields (their spins, their charges, etc.) hold in all spacetime, including non-empty spacetime.