First you are going to find the membrane by flipping your ribs over so that they are curving toward you. Bone side facing you. You will see a thin translucent type of tissue attached. That is what you are removing!
Then once you have pulled up the part of the membrane you should be able to continue to pull it up using your fingers until it has fully operated from the ribs along the whole rack.