Stephen Budiansky spells it out:
I have been perplexed for some time why Newt Gingrich is routinely acknowledged even by his bitter enemies within the Republican Party as a "genius," but the answer turns out is simple: he acts exactly like one of those obnoxious elitist intellectual know-it-alls that the right-wing no-nothings think is the hallmark of an intellectual. He is constantly reminding us of his doctorate in history; he routinely claims he understands issues more deeply than anyone else; he has made a career of denouncing or (when he had the authority) eliminating professional expertise that might challenge his own certain pronouncements; and he is a veritable fount of crackpot "big" ideas (mining minerals on the moon, protecting the United States from sci-fi doomsday scenarios, and "fundamentally transforming" everything as a first step to doing anything.