^^^What he said^^^Darn sure no sandpaper. That looks like a brushed finish. without knowing what type of metal and finish that is I'd darn sure be wary of chemicals. I'd probably start with a soft rag like blue denim and some penetrating oil and rub it vigorously.
I'd do lots of research before starting.
Good luck
You only get one shot.