you can take some sand paper to them. Be sure to move it around in circles though as you do not want to leave direction marks...think wax on, wax off lol.
You don't need to use a heavy grit as its just going to be surface rust...and really if its not badly rusted they will clean up the first few times you apply the brakes. For the oil spots take brake cleaner