Wash and pat dry chicken. In a bag, combine all ingredients except chicken and mix well. Put the chicken in the bag and squeeze out as much air as possible before sealing. Make sure the chicken is well coated with the mixture. Let marinate in refrigerator until ready to cook.
Preheat smoker to 220°F. Add about an inch of water or flavored liquid in the water bowl. Lightly oil the rack. When the smoker reaches 220°F, put the chicken on the rack. Cook for about 3 hours or until internal temperature of the thickest part is 165°F and juices run clear.