Franklin County is a county in the U.S. state of Massachusetts. As of the 2010 census, the population was 71,372, that makes it the least-populous county on the Massachusetts mainland, and the third-least populous county in the state. The county seat and most populous city is Greenfield. The largest town by area is New Salem.