Since it twists your neck to the side, scoliosis pain can be made worse by stomach sleeping. It may take time to get used to, but try sleeping on your back, instead. You may also benefit from sleeping with a pillow underneath your knees. A cervical pillow that supports your head and neck may also be helpful.