Loose wire.
When I lived in a 3rd floor bedsit I had a doorbell which kept ringing. I'd go down and there'd be no-one there, even if I ran down.
Eventually, after scaring myself and thinking that some so-and-so was being annoying, worked out that it was a loose wire and fixed it.