WD40 and a (very) gentle kitchen scourer (one of the non-stick ones) - don't scrub too hard, just work persistently at the rusty bits. Get it nice & clean and rust free & wipe dry with paper towel.
Then give a final wipe with a dry cloth lubricated with just a small spray of fresh WD40 - to stop the rust returning.