Waxoyl clear, sprayed from an aerosol, does a good job on things like this. No need to do any preparation, just squirt a bit in there and it'll stop it getting any worse. As it sets to a fairly solid film, there's no risk of it migrating anywhere it shouldn't.
Clear Waxoyl is handy stuff for preventing corrosion on other small areas, too, like fasteners.