Some of us like the sound of the rain hitting the roof and it can be rather peaceful for humans but dogs are a different story.
Barometric pressure is another cause for your dog to dislike the rainy season.
dogs are more sensitive to the changes in barometric pressure and this may be an issue for your dog.