Analgesics are pain medications which are prescribed to attempt to relieve some of the pain caused by spinal stenosis. Most pain can be treated with nonprescription medications like aspirin, ibuprofen, naproxen or acetaminophen. There are concerns over potential side-effects from analgesics however, particularly when used daily to treat chronic pain.