Not sure I have an all-time favorite, but here are a few I have enjoyed immensely:
Cemetery of Forgotten Books series by Carlos Ruiz Zafón (chiefly the initial book, Shadow of the Wind)
Ender’s Game by Orson Scott Card
To Kill a Mockingbird by Harper Lee