Many dogs do not like loud noises, but their reaction usually is only mild. A phobia is an intense, exaggerated response to a situation which an animal perceives as frightening.
Often a noise phobia starts out as a mild dislike of sound, for example, a thunderstorm which scared the dog as a puppy. It can spread to other unrelated noises, even seemingly innocuous ones, such as a door closing!