Rinehart Lake is a lake located in Portage County, Wisconsin. It appears on the New Hope USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,089.87 feet (332.19 m) above sea level. The nearest populated place is New Hope, approximately 1.1 miles to the SSE.