This quickly changed with the beginning of World War II . Huntsville was chosen as the location of Huntsville Arsenal , with chemical and munitions manufacturing plants . This quickly changed at the onset of World War II , when Huntsville was chosen as the location of Redstone Arsenal , with chemical and munitions manufacturing plants .