Bloomburg is a town in Cass County, Texas, United States. Bloomburg is 7 miles east of Atlanta, and is home to the Cullen Baker Country Fair, held every year on the first Saturday in November. Despite it being named after an outlaw named Cullen Baker, it is a huge family event and has a parade, craft/food booths, a pageant, bouncy houses, and a rodeo. According to the 2020 U.S. census, Bloomburg had a population of 321.