I would cure the rust then hand paint or spray (as it's not seen I prefer to hand paint for thicker coverage) with a metal paint i.e hammerite smooth black gloss or satin, no primer required.
Lighter coat around mounting holes if it's gonna cause a problem & mask the rubber stopper.
Lighter coat around mounting holes if it's gonna cause a problem & mask the rubber stopper.