Mud Lake is a lake located in Fulton County, New York. It appears on the Jackson Summit USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,571.72 feet (479.06 m) above sea level. The nearest populated place is Upper Benson, approximately 2.2 miles to the NE.