Are you exceeding the capacity of the controller? How many of the lights are you running off of one controller module? It may not be able to handle the number of lights you're hooking up to it. (I checked the listing on the Walthers site, but it didn't list the capacity. So, hopefully they put that in the instruction sheet.)
It takes an iron man to play with a toy iron horse.