That's an easy fix. Acid based wheel cleaner.
Edit - I should elaborate a little. Get an acid based wheel cleaner, dilute it way down at first. If you don't it will turn the aluminum white. Start with a high dilution ratio and mix it stronger until you start seeing the results you want. Wear some latex gloves because its acid after all. Lightly scrub it with a brush or two, and rinse thoroughly. Do NOT let acid set to dwell ever. The longer it sits the more it works, which isn't a good thing. Spray, scrub, rinse. Its that easy.