lol yep have a go. If you have left it too long you may not get the rust off it, but worth a try.

When you oil it, just put a bit on a cloth or paper towel and wipe over all the cooking surface with it so it has a nice sheen on it. You can store it with a teatowel or something over it if you store other pans in it in the cupboard.