Mud Lake is a lake located in Madison County, Montana. It appears on the Old Baldy Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 8,051.16 feet (2,453.99 m) above sea level. The nearest populated place is Leiterville, approximately 0.5 miles to the SE.