I had some minor rust spots on my crossbars, but nothing like that on the black oxide nuts. I think mine were stainless/black oxide?
Anyway, for the cross bars i took a foam paint brush and applied 2 coats of a rust converter, following all instructions on the bottle.
I let that set for 48...