Try this: run water that is comfortably warm to your hands on the neck and top of the decanter, or pour warm vegetable oil around the stopper to loosen it. You can avoid the problem by wiping the neck of the decanter with a soft cloth before replacing the stopper.
Please wait... it will take a second!