Bloomburg is a town in Cass County, Texas, United States. As of the 2010 census it had a population of 404. Bloomburg is 7 miles east of Atlanta, Texas, 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, a tug-of-war competition, bouncy houses, a street dance, and a rodeo.