Place 12 chicken drumsticks in a large mixing bowl. Drizzle the drumsticks with 2 tablespoons olive oil.
Sprinkle ½ teaspoon paprika, 1 teaspoon Italian seasoning, 1 teaspoon garlic salt, and 1 teaspoon black pepper over the drumsticks.
Toss the drumsticks until they are evenly coated with the oil and seasonings.
Preheat the air fryer at 400 degrees F. If your air fryer doesn't have a preheat option, run the air fryer for 5-7 minutes at 400 degree F.
Place the drumsticks in the air fryer basket in a single layer (you may have to cook in batches depending on the size of your air fryer). Cook for 10 minutes at 400 degrees F.
Flip the drumsticks and then cook for another 10 minutes at 400 degrees F until the chicken has reached an internal 165 degrees F. If the chicken has not reached this temperature internally then continue to cook in 5 minute increments until the chicken has reached 165 degrees F.