Reynoldsville is a borough in Jefferson County, Pennsylvania, United States. It is 73 miles northeast of Pittsburgh in a productive soft coal region. The population was 2,759 at the 2010 census. Reynoldsville was originally called Winslow Township and was renamed after local postmaster Thomas Reynolds in 1850.