Snobol is very good at removing the corrosion. The thick stuff stays where you put it. Put some on and let it sit over night, rinse and repeat. Use patience, it didn't get corroded over night and you won't clean it out overnight.
Snobol?. . . as in the toilet bowl cleaner?
