The Dead Sea is an interesting place. Since it is below sea level, atmospheric pressure there is a little bit higher. That means there is more oxygen.
Let’s pretend we have an incredibly deep valley- say, 6,000 meters below sea level. Could humans survive, or would the air pressure become too high? What would the weather be like?