I had a dog like that years ago. Finally he would venture out to relieve himself when the rain stopped or slowed to a light drizzle. In the house he would be in the back of one of the walk-in closets if there was thunder. I wonder why some dogs are so afraid of storms and others have no reaction.?!?!?!