Preheat oven to 400 degrees F. Grease bottoms of 12 medium muffin cups. Beat egg; stir in milk and oil. Mix in remaining ingredients just until flour is moistened. Batter should be lumpy.
Fill muffin cups 2/3 full.
Bake 20 to 25 minutes or until golden brown. Immediately remove from pan.