To solve your problem, most folks put down a layer of white glue onto the base before adding the celluclay, this forms a solid bond between the base and the celluclay once it dries. Adding some white glue to the celluclay when you mix it up works too. This should help prevent the cracking problem too.
This is just one of the reasons I quit using celluclay years ago and now make my dioramas out of styrofoam, plaster bandage and plaster of paris. Plus you don't have to wait forever for the plaster to dry, unlike celluclay, which can take weeks to dry if you apply it in too thick of a layer.