Township of Leaf Lake is a civil located in Otter Tail County, Minnesota. It appears on the Heinola USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,341.86 feet (409.00 m) above sea level. The nearest populated place is Leaf City (historical), approximately 0.4 miles to the SSE.