On Halloween night, Emily, Danny, and Max visit a mysterious library where the books come to life. They meet Mrs. Willow, the librarian, who asks for their help in capturing the Trickster, a mischievous character that escaped from a book. With teamwork and clever thinking, they solve riddles and track him down, making it a magical Halloween adventure.