The story goes that in 1938, the Nazis sent a ship called the Schwabenland to Antarctica to set up a military base, on the orders of Admiral Dönitz. It landed at that sector of Antarctica called Queen Maud Land, and they named their area New Schwabia, after their ship. Deep in the interior of the continent, they established a permanent base and named it New Berchtesgaden, after the Bavarian town overlooked by the Kehlsteinhaus "Eagle's Nest" retreat.
Correction: An earlier version of this described the Kehlsteinhaus Eagle's Nest as "Hitler's retreat". There was more than one Nazi mountaintop getaway that English speakers call "Eagle's Nest", and Kehlsteinhaus is not the one Hitler is best known for visiting as his personal retreat. - BD
Nazi surveyors discovered a vast network of underground tunnels including a warm geothermal lake, and some say alien technology was found there. The Nazis used this resource to construct a large underground city, variously called New Berlin or Base 211.