Sounds like whatever is in your dip tank is not compatible with aluminum. I've had the same thing happen in a spray wash cabinet once. I'm not sure what got in there, but it sure did make an ugly mess on the aluminum partss.

I'd try a soak in aluminum cleane... Login to read more.