Oak Point is a cape located in Lake of the Woods County, Minnesota. It appears on the Wheelers Point OE N USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,060.65 feet (323.29 m) above sea level. The nearest populated place is Wheelers Point, approximately 2.7 miles to the S.