Little Birch Lake is a lake located in Cass County, Minnesota. It appears on the Shingle Mill Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,314.14 feet (400.55 m) above sea level. The nearest populated place is Remer, approximately 2.6 miles to the WNW.