Four years ago I was in Beijing on Halloween. The Chinese don't celebrate it, but someone in our group heard about a party being thrown by Western ex-pats, so despite not having costumes we took a cab across town to check it out. And we got there just in time to see the police shutting it down.
So we took the cab back to our hotel and had a nice chat.
Can't say we didn't try.