Reynoldsville is a borough located in Jefferson County, Pennsylvania. Reynoldsville has a 2026 population of 2,482. Reynoldsville is currently declining at a rate of -0.6% annually and its population has decreased by -2.51% since the most recent census, which recorded a population of 2,546 in 2020.