Unfortunately a common phase! He will grow out of it. My baby used to do this but stopped after a week or so.
I think it helps not to respond immediately; the baby needs to remember that he's totally capable of doing it. If the screaming goes on a long time, I would go in-- but I wouldn't run in immediately. See if he can work it out.