Fitchburg is a city in northern Worcester County, Massachusetts, United States. The third-largest city in the county, its population was 41,946 …Fitchburg is a city in northern Worcester County, Massachusetts, United States. The third-largest city in the county, its population was 41,946 at the 2020 census. Fitchburg State University is located here.