Place toasted bread cubes in a 1-quart baking dish coated with cooking spray; sprinkle with chocolate morsels.
Combine milk and remaining 3 ingredients in container of an electric blender; cover and process until smooth. Pour milk mixture over bread mixture; let stand 5 minutes. Bake at 350° for 45 to 50 minutes or until pudding is firm. Serve warm.