From what I understand, yes, remove the rust, coat the pan with an oil or fat (bacon grease, crisco, olive oil), set the pan upside down on the bottom rack in the oven, with some aluminum foil to catch drips under the pan, and cook it for about an hour at 450-500 degrees, then shut the oven off...