Russia defeated Norway in the 2007 World Championships, but this time fell 34-27.
Linn-Kristin Riegelhuth top scored with 10 goals for Norway while Russia's top scorer Irina Bliznova fired in six goals.
South Korea won the bronze, beating Hungary in the playoff.