Heat oil in a large skillet over medium heat and add the ground turkey. Next add chopped onion, celery, and green pepper. Cook until turkey is browned. Add chopped garlic, brown sugar, Worcestershire sauce, tomato sauce, and season with salt and pepper. Simmer for 30 minutes on low. Serve on hamburger buns.