The first reason for doing so is an emotional one. I wonder about what stories throughout the years it held.
The other reason concerns the unintentional graphics. Certainly, in this particular instance, nobody made a conscience decision to create the design that is seen. This is something that happened over the natural course of events, as the building had been painted, painted again, and then the paint began to remove itself.