Dutch substitute Wout Weghorst scored two late goals, including a stoppage-time leveller, after Argentina had led 2-0 through Nahuel Molina and Lionel Messi's penalty.
Goalkeeper Emiliano Martinez was Argentina's hero in the shootout, saving two spot-kicks as they won 4-3 on penalties.