I believe that if CVX sends your problem to MOSEK as an SOCP, binary and integer variables are supported, but if CVX sends your problem to MOSEK as an SDP, binary and integer variables are not supported.
I leave any further elaboration on the discussion in Mixed Integer SDPs which are not Mixed Integer SOCPs to @mcg and @Erling