They can and do rust on. Make sure you clean all rust off the hub before you fit the replacement discs if you want them to run true. I lightly grease them on assembly so that they don't rust on next time, but only very lightly.
Don't get grease anywhere near the disc braking surface.
ChicksFan
July 2012