Eli was the son of John Love and Nancy Ann Murphy Boldon. He is the grandson of Old Sam T and Margaret Love Boldon. His military records are recorded under the name Baldwin. Eli married Nancy Cynthia Sherman 20 Apr 1870. After her death he married Jane Day Sheran, 16 May 1889 in Monroe County, WI.