Place the chicken in a bowl (or resealable bag) and coat it with the olive oil. In a small bowl, combine the spices. Sprinkle the spices over the top of the chicken and toss until the chicken is evenly coated.
Place the chicken in the air fryer and cook it for 10 minutes. Turn the chicken drumsticks over and cook them for another 10 minutes. Chicken is done when the internal temperature reaches 165 degrees F.