The story
From Quartermain (surname) + mountains, named after one Lester Bowden Quartermain, an Antarctic historian from New Zealand. Coined by advisory committee for Antarctic geographic naming New Zealand Antarctic Place-Names Committee in 1977.
Etymology from Wiktionary, CC BY-SA 4.0.