Surprising Reasons Atlantis Might Be Under the Saharan Desert: Atlantis was famously lost to the sea and taken to a watery grave by the ocean god Poseidon, so naturally, the search has focused on underwater archaeological efforts. But what if the city is not underwater anymore?