how to cook mashed potato balls in the air fryer. preheat the air fryer to 375 f, about 3 minutes. carefully place mashed potato in a single layer in the air fryer basket and lightly spray with cooking oil to coat evenly. air fry the mashed potato bites for 10-15 minutes until golden brown.