Heat oil over medium heat in a large skillet. Add onion, pepper and celery and cook until onions are translucent.
Mix venison and beef together and add to pan, breaking apart as it cooks. Once browned, stir in garlic powder, mustard, ketchup, Worcestershire and brown sugar. Reduce heat to low and simmer for 25 - 30 minutes. Season with salt and pepper.