My DS2 had a similar problem. I started to walk or carry him back, do the usual kiss and cuddle and leave the room. Sometimes he would come back and I would take him back again. If it was after 3am I would just let him sleep with us. Eventually he just slept longer and longer.
It will seem like a very long couple of nights to start with, just need to try and be consistent.