 Wheatland was platted in 1858 under the leadership of John Bennett.The town was named for President James Buchanan's estate Wheatland in Lancaster, Pennsylvania.The entire township (Spring Rock) had a white population of only 101 in 1850, but that number rose to 756 in 1860.