I would leave it alone too.
I had a 2011 open deck car trailer I totaly stripped down, needle scaled and wire brushed. Sprayed with rusty metal primer and black rustoleum though a HVLP gun. Paint sprayed like that lasted 5yrs+ really well until I sold it.
I havent had such good luck with...