Six-time world champion Neuner, 23, secured her first Olympic gold by taking control with a flawless display in the first two rounds of prone shooting.
With six world championship triumphs to her name Neuner had been heavily tipped to win but instead Kuzmina, who has only one 15km World Cup podium this season, produced a superb performance marred only by one penalty loop.