I hope you are wearing a respirator doing this.
Personally, I would throw on a thin skim coat, I mean you have gone this far, what is one more step.
Skim coat, prime, block, paint.
I hate to tell you though, the rust you see is almost always the tip of the iceberg. You may have bought...