Exactly what I was thinking.... just be careful though- don't let CLR sit too long on Aluminum (like more than 30 seconds / a minute) before wiping off and cleaning. It can start to etch and haze the aluminum if you aren't careful.
Also:
This stuff is the bees knees. You can get it at most big box stores too (Wal-Mart, Target, etc....) cheaply.