Spring Park, Minnesota. Spring Park is a city on Lake Minnetonka in Hennepin County, Minnesota, United States. The population was 1,669 at the 2010 census. It is located on Lake Minnetonka and has over 4 miles (6.4 km) of shoreline while being less than 0.5 square miles (1 km2) in area.