Spray some WD40, or even white vinegar maybe?
Once it drys out I would hit it with some contact cleaner also.
I didn't realize that you were looking for a soak, maybe this. . .
. https://evapo-rust.com/
This is where I don't know metallurgy. Is rust the same as tarnish?