In a small bowl, mix together chili powder, brown sugar, salt, pepper, dry mustard, cumin, and cayenne pepper to make the Sweet & Spicy BBQ Rub. Cover both sides of the chicken with the dry rub mixture.
Brush the olive oil on the preheated pan.
Cook chicken in the pan for 10-15 minutes on both sides, or until juices run clear.