Place chicken in a single layer on a baking sheet. In a small bowl, combine remaining ingredients.
Rub spice mix over chicken and underneath the skin until evenly coated. Refrigerate chicken at least 1 hour.
Remove chicken from refrigerator and grill over medium-high heat on a gas grill or charcoal grill, turning occasionally until chicken is golden-brown and registers 175F degrees.