A good cleaning product for oxidation is Caig Deoxit:
https://caig.com They have a lookup feature on their website to find a place near to you that sells their products.
As for removing the rust, you want to be careful not doing anything too harsh so you don't damage the contacts. A good method is to use a pencil eraser.