Stir together first 4 ingredients in a small bowl.
Place brisket, fat side up, in an aluminum foil-lined 13- x 9-inch baking dish. Pour chili sauce mixture over brisket. Cover with foil, and seal.
Bake at 350° for 3 hours. Remove from oven; let stand 20 minutes. Slice meat, and pour sauce over slices.