It's carbon steel. It can take a scrubbing. IF you scrub carbon steel, there's more carbon steel underneath.
Try Dawn. If that doesn't work, use a scouring pad and/or Barkeeper's Friend (BKF). When it's perfectly clean, do the oil thing again.
"If you want to make an apple pie from scratch, you must first create the universe." -Carl Sagan