I have 2 rattles on my car. one that has been there since day 1, which is the passenger seat mechanism, which only rattles when empty, can be cured if you fiddle with it enough.
second rattle is exactly the same as you describe, it sounds like the rear seat is loose and banging on something, very annoying!