Mud Lake is a lake located in Otter Tail County, Minnesota. It appears on the Underwood USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,322.80 feet (403.19 m) above sea level. The nearest populated place is Phelps, approximately 1.1 miles to the N.