In a large nonstick skillet, cook the turkey, onions, mushrooms, green pepper, and garlic over medium heat until meat is no longer pink. Drain.
Transfer to slow cooker. Stir in tomatoes, tomato paste, tomato sauce, ketchup, broth, Worcestershire sauce, brown sugar, cumin, and chili powder. Mix well.