Hartshorne is a city in Pittsburg County, Oklahoma, United States. It is the second largest city in the county. The population was 2,125 at the 2010 census. The community was named for Dr. Charles Hartshorne, a wealthy investor from Philadelphia, Pennsylvania, who was attracted by the potential profits offered by coal deposits in the area.