Elbow grease, #0000 steel wool and WD-40. When you're finished with that clean it with denatured alcohol then seal it with Krylon Crystal Clear to slow down the return of the rust. If the clear gets looking bad after a while you can easily remove it with paint thinner, remove any new rust and give it a new coat. Here's a good example of its effectiveness.

Before:


After: