Cane Lake is a lake located in Leflore County, Mississippi. It appears on the Brooks USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 121.39 feet (37.00 m) above sea level. The nearest populated place is Brooks, approximately 3.6 miles to the NNW.