Place the ground beef and onion into a large skillet over medium-high heat. Cook, while stirring to crumble until the beef is browned. Drain. Add in ketchup, sugar, vinegar, and mustard.
Season with celery seed, Worcestershire sauce, pepper, and salt. Cover and simmer on low until the sauce has thickened.