Mud Lake is a lake located in Price County, Wisconsin. It appears on the Butternut Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,536.59 feet (468.35 m) above sea level. The nearest populated place is Kaiser (historical), approximately 3.5 miles to the SSE.