I had this happen with Caleb for a while when he was at his chubbiest. The covers don't need to be on tight to be effective so just make sure they are on loose enough so they don't chafe. Once he leaned up a bit it wasn't such an issue anymore.
HTH!

That was also my reason for using fleece and wool covers