If you're cooking with high heat, the grease released from fatty foods can cause smoking. Another cause of smoking is from food or grease splatters getting on the heating element. If you fear that your air fryer is having an electrical issue, immediately turn it off and unplug it. Reach out to your specific air fryer’s customer service department.