The lowest altitude airport in the world is Bar Yehuda Airfield, located in Israel. Just south west of the Dead Sea, it lies 1240 feet below sea level, which is actually deeper than US Navy submarines are allowed to travel.
Only charter and sightseeing flights are allowed to utilize this airport.