[Received on ]The Lavrentiev gap phenomenon is a well-known effect in the calculus of variations, related to singularities of minimizers. In its presence, conforming finite element methods are incapable of reaching the energy minimum. By contrast, it is shown in this work that, for convex variational problems, the non-conforming Crouzeix-Raviart finite element discretization always converges to the correct minimizer, and that the discrete energy converges to the correct limit.