Dry clean it with a bit of fine steel wool being careful not to scratch the surrounding finish.
Then dab the area with rubbing alcohol to get off all dust and prep the area for which ever treatment above you plan to use.
It's good that you're treating the spot while it's small.
IMO- I do see a small bit of rust there.