We consider regularity properties of stochastic kinetic equations with
multiplicative noise and drift term which belongs to a space of mixed
regularity (Lp-regularity in the velocity-variable and Sobolev regularity in
the space-variable). We prove that, in contrast with the deterministic case,
the SPDE admits a unique weakly differentiable solution which preserves a
certain degree of Sobolev regularity of the initial condition without
developing discontinuities. To prove the result we also study the related
degenerate Kolmogorov equation in Bessel-Sobolev spaces and construct a
suitable stochastic flow