Pat chicken drumsticks dry with paper towels. Place drumsticks in a large bowl, drizzle with olive oil, and rub with the seasoning mix until evenly coated.
Preheat the air fryer to 380°F. Arrange the drumsticks in a single layer in the air fryer basket. Cook for 25 minutes or until they reach an internal temperature of 165°F, turning them halfway through.