I picked up a piece of leather similar to yours on a clearance from a big box arts and crafts store about a month ago, with some folding issues although not as severe as yours.
I wet the leather on both sides, then rolled it around a large (maybe from a piece of carpet?) cardboard tube I had been using for something else. Took two or three iterations of this, but it finally went almost completely away. Hope that helps.