Thank you!
I scuffed them up (I didn't remove the chrome down to bear metal) and used a rustoleum self etching primer. I made sure I removed any rust from the minor pitting.
Just a side note, for the underneath, which I didn't really have to do, I used a rust reformer and then painted that with...