Villneauve Lake is a lake located in Rolette County, North Dakota. It appears on the Carpenter Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,150.95 feet (655.61 m) above sea level. The nearest populated place is East Dunseith, approximately 4.9 miles to the WSW.