Slow, even heating of the lining works best.
Use lazy flame from a propane torch - NOT an oxy/actylene torch! Heat the lining evenly (including the steel band backing) to "sweat out" and burn off the oil.
Continue heating for a few minutes after the burning/smoking stops. Then after the lining cools, finish up with sandpaper to remove any glaze.