Pat chicken dry with paper towel then drizzle with oil and toss to coat.
Combine brown sugar and seasonings in a small bowl. Rub over chicken thighs.
Coat basket with non-aerosol cooking spray then place thighs in air fryer basket and cook for 12-14 minutes, flipping half way if desired, until an internal temperature of 165 degrees F is reached.