Mystery Lake is a lake located in Bayfield County, Wisconsin. It appears on the Delta USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,076.05 feet (327.98 m) above sea level. The nearest populated place is Delta, approximately 1.9 miles to the SSE.