Are you on windows by chance? mpi4py was not packaged by the Superbuild (and thus our binaries either) up through 5.6 on windows, but was on Mac and Linuxe. I would have to check on the status after 5.7 with windows.
In any case building from source against a system Python that has mpi4py should work everywhere.