Preheat the oven to 350 degrees F.
Lightly grease a 12-cup muffin tin with butter.
In a large bowl, combine flour and milk, blending with a rubber spatula. Add the sugar and mayonnaise, and stir until just combined. Spoon batter into prepared muffin tin. Bake for 12 to 15 minutes, or until golden brown.