You can remove an air bubble by carefully making a small hole with a needle or the tip of a utility knife. Then gently press out the trapped air. If needed, you can inject a small amount of glue into the bubble with a glue syringe for the best result.
Keep in mind that on plain color designs, a tiny hole may be slightly more visible than on patterned wallpapers, such as forest or nature prints.