greystone park psychiatric center in new jersey became known for the number of rapes and suicides taking place .
building officially closed in 2003 and was abandoned , with walls and ceilings left to crumble and flake away .
demolition work has begun on the french renaissance-style building , after interior found too expensive to restore .
but preservationists have argued that the 1800s building should be preserved and turned into museum and housing .