Osceola Mills is a borough located in Clearfield County, Pennsylvania. Osceola Mills has a 2026 population of 1,013. Osceola Mills is currently declining at a rate of -0.59% annually and its population has decreased by -2.97% since the most recent census, which recorded a population of 1,044 in 2020.