Brown ground beef in a large skillet over medium heat, breaking it up with a spatula as it cooks until it is no longer pink. Drain grease and return beef to the skillet.
Add ketchup, tomato paste, minced garlic, brown sugar, salt, pepper and chili powder to the skillet. Let cook until heated through and thickened. Serve in hamburger buns.