Leaf Lake is a lake located in Burnett County, Wisconsin. It appears on the Birch Island Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 982.13 feet (299.35 m) above sea level. The nearest populated place is Oakland, approximately 6.9 miles to the WNW.