There’s nothing better than snuggling up and reading a book on a rainy day. These picture books are a great way to encourage kids to go out and play in the rain, to conquer their fear from storms, or to give them something to do while they wait for the rainclouds to roll over. These picture books are great for toddlers, preschoolers or elementary school kids.