Joseph married Annie M. Dumser on 9 Feb 1896 in Lancaster County, Pennsylvania, USA. Annie (daughter of Henry Rhodes Dumser and Anna Catherine Shaibley) was born on 2 Dec 1874 in Lancaster County, Pennsylvania, USA; died on 20 Oct 1943 in Harrisburg, Dauphin County, Pennsylvania, USA. [Group Sheet] [Family Chart]

1. George Crane Eshleman was born on 20 Aug 1896 in Lancaster County, Pennsylvania, USA; died on 10 Feb 1942 in Harrisburg, Dauphin County, Pennsylvania, USA.
2. Roy D. Eshleman was born on 11 Apr 1900 in Pennsylvania, USA; died on 7 Oct 1918 in Pennsylvania, USA.
3. Elmer Eshleman was born on 16 Sep 1902 in Harrisburg, Dauphin County, Pennsylvania, USA; died on 13 Oct 1961 in Harrisburg, Dauphin County, Pennsylvania, USA.