Nitche Lake is a lake located in Otter Tail County, Minnesota. It appears on the New York Mills West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,335.96 feet (407.20 m) above sea level. The nearest populated place is Grand View Heights, approximately 2.5 miles to the WNW.