Pat dry your chicken drumsticks with a paper towel. Place them in a mixing bowl and add olive oil, salt, black pepper, garlic powder, onion powder, smoked paprika, and cayenne pepper. Mix everything until all drumsticks are fully coated.
Place the drumsticks on a parchment prepared baking sheet. Bake for 40 minutes or until the internal temperature reaches 165 degrees F.