Alu foil, ball a bit up & run it under the tap then rub it on the rust.
Aluminium is harder than rust but softer than steel, & when it's wet it'll oxidise robbing the O- ion from the rust turning it back to iron.
Not ideal for what you're looking to do but may be handy for someone searching.
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