PUL is notorious for this! I found I had to get a walking foot or teflon foot otherwise I had this issue. I think its because the fabric is shiny on one side and a bit rougher on the other.
ETA: What needle are you using? I found I could sew PUL more successfully with a really big needle - like a leather needle.