So Arthur and Suzy have many encounters and then are captured, and Arthur is thrown into the Coal Cellar of the realms and meets the  "Ancient One" who tells him the stories and some of the secrets of the realms inside the house and about the "improbable stair" which only excists if you are able to see it and able to transfer from one realm to another quickly without losing it and being stranded in the realm forever