Bloomburg is a town in Cass County, Texas, United States and home to 404 citizens. Bloomburg is generally 5 miles east to northeast 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.