Fear of Thunder and Other Loud Noises

Source: 

The Humane Society of the United States

These types of fears may develop even if your dog has had no traumatic experiences associated with the sound. Many fear-related problems can be successfully resolved. If left untreated, however, your dog's fearful behavior will probably get worse.