Actually, it's the Third.

No Soldier shall, in time of peace be quartered in any house, without the consent of the Owner, nor in time of war, but in a manner to be prescribed by law.
The video was using the 3rd Amendment (which he points out that most everyone forgets) to show why the 2nd Amendment is so important.