The Dangerous Alphabet [Gaiman, Neil]

A is for Always, that's where we embark . . . Two children, treasure map in hand, and their pet gazelle sneak past their father, out of their house, and into a world beneath the city, where monsters and pirates roam. Will they find the treasure? Will they make it out alive?