Celebrex is the brand name for the prescription pain reliever celecoxib, the drug's active ingredient. Doctors prescribe Celebrex to treat pain, swelling, and stiffness of arthritis and some other conditions. Celebrex is a non-steroidal anti-inflammatory drug, often referred to simply as an NSAID.