I think the main issue is with inspection marks. Since you can't paint over RPM, you have to reapply the inspection marks before hand. I havn't had any issues with RPMing over the paint.

The RPM should also add a layer of protection to the paint. If the paint isn't applied very thick your part could start rusting again. Applying the RPM over the paint would protect against that.