Brown ground beef and drain off any excess grease. Add flour, chili powder, sugar, salt, and pepper. Stir in thoroughly and cook for a full minute, adding just a bit of water to prevent sticking.
Add tomatoes, all cans of beans, and water. Stir to combine. Simmer.