Byrnes Mill is a city located in Jefferson County, Missouri. Byrnes Mill has a 2026 population of 3,189. Byrnes Mill is currently declining at a rate of -0.25% annually but its population has increased by 0.31% since the most recent census, which recorded a population of 3,179 in 2020.