To make Air Fryer Pizza Egg Rolls, brush both the egg rolls and the basket of the air fryer with olive oil. Cook at 360 F for 7 minutes. Flip and cook for another 2 minutes. As air fryers can vary from one model to the next, you might want to make one or two egg rolls as a test before making your whole batch.