Mud Lake is a lake located in Otter Tail County, Minnesota. It appears on the Little Pine Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,333.37 feet (406.41 m) above sea level. The nearest populated place is Pine Cone Court, approximately 1.8 miles to the S.