While you're at it, sand all the other areas you treated for rust to smooth them out and prepare them for painting. Any spots you've sanded down to the bare metal must be primed before you paint ...
First, clean the metal with a wire brush or Scotch-Brite pad to remove dirt, old paint, and loose rust. Then the area is ...