I saw the piece of film that the original poster refers to, in my opinion it was not a rocket or rocket launcher.
I have carried MILAN Anti Tank Missiles, they are heavy!
the guy in the film was running and carrying the thing in one hand, this might happen in Rambo, but not in real life.