The rattled All Blacks lost two players to the sin bin in the first half, captain Richie McCaw and Conrad Smith, and the Pumas led 13-12 at the break.
But New Zealand made changes early in the second half and it made all the difference.
A stirring spectacle was witnessed by 89 thousand 019 fans at Wembley Stadium, a new record for the tournament.