In a large bowl, drizzle drumsticks with olive oil and toss to coat.
In a small bowl, stir together the remaining ingredients, then sprinkle over drumsticks and toss to coat evenly.
Divide the coated chicken onto the cooking trays.
Place the drip pan in the bottom of the cooking chamber. Using the display panel, select Air Fry, then adjust the temperature to 400°F / 204°C and the time to 25 minutes, then touch Start.
When the display indicates “Add Food” insert one cooking tray in the top-most position and one tray in the bottom-most position.
When the display indicates “Turn Food” turn the food over AND switch the cooking trays so that the one that was in the top-most position is now in the bottom-most position, and vice-versa.
When the Air Fry program is complete, check to make sure the thickest portion of the meat reads at least 165°F / 74°C. Remove and serve hot.