The red oxide I've applied in places is just applied over the original paint with no prep so the chances it's stuck properly are very slim. I'd rather so the extra work and be sure my paint job is stuck onwould seem like a good rust prevention layer to have underneath the primer & paint.
I would have thought this too.
