At one end of the rack, slide a dinner knife under the membrane and over a bone.
Lift and loosen the membrane until it tears.
Grab the edge of the membrane with a paper towel and pull it off.
The membrane may come off in one whole piece, or you may need to remove it in smaller pieces.