Remove the rust, right? Wash off any dust and debris, let it dry, and apply a generous coat of a bitumous based liquid, brush on type. Put a pice on top for 24hr, and see if it sticks. 99.9% it will.
Only down side with bitumous is that it's only apply-able when it warm; the slightest cold, and...