Township of Leaf Mountain is a civil located in Otter Tail County, Minnesota. It appears on the Inspiration Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,423.88 feet (434.00 m) above sea level. The nearest populated place is Urbank, approximately 3.9 miles to the ESE.