The Very Hungry Caterpillar is a beloved children's book written by Eric Carle. While not strictly a mystery book, it does contain an element of surprise and anticipation as the reader follows the journey of a caterpillar who eats his way through various foods before transforming into a beautiful butterfly. The colorful illustrations and simple storytelling make this book a timeless favorite.