The night before you plan to barbecue, combine the marinade ingredients in a small bowl. Loosen the skin on the drumsticks and place them in a large plastic bag. Pour the marinade over the drumsticks and refrigerate overnight.
Prepare the smoker for barbecuing, bringing the temperature to 200°F to 220°F.