[Silicon]

If you can't find replacements, try leaving the rusty screws in phosphoric acid for an hour.

It will remove/loosen/convert the rust. You may need to use an old toothbrush or scourer to remove some deposits. The results can be impressive.

Some people use citric, oxalic and acetic acid.