Neil Gaiman's "Neverwhere"

In this story, there are two Londons: London Above, the familiar world, and London Below, a mysterious underground realm inhabited by unique characters. Richard Mayhew's ordinary life is turned upside down when he is thrust into the adventures of London Below.