One thing to try, unhook one side of the battery first.
Pull a fuse out of the use box, I like using Scotch bright pads, or get some fine grit sand paper.
You make either of your choice, the size of the fuse, pop it into the fuse block, and move it around.
This is a good way to get the rust out...