No! This meme is just wrong (and it does grind my gears to an unreasonable amount as a physicist). In physics quantum means discrete, it does not mean small. Hence the idiom "quantum leap" used as "a discontinuous abrupt jump in quality" is perfectly in sync with the way physicists use the phrase.