Leechburg is a borough located in Armstrong County, Pennsylvania. Leechburg has a 2026 population of 2,075. Leechburg is currently declining at a rate of -0.81% annually and its population has decreased by -3.26% since the most recent census, which recorded a population of 2,145 in 2020.