The mountain range known for its extreme altitude in Nepal is the Himalayas. This range includes several of the world's highest peaks, including Mount Everest. The Himalayas are not only a geographical marvel but also hold spiritual significance for various cultures, particularly for the local Tibetan and Nepali communities.