Sounds stupid, but I would first brush off the loose bits, then use vinegar on the red rusted part, carefully, toothbrush off loosened bits, then wash off with a baking soda solution. This will neutralize the acid.
Then dry ( hair dryer) then a bit of gun oil.
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Try the potato method next...