A stunned Warholm finished second in 47.06, holding off Alison dos Santos who clocked 47.26.
The Norwegian led the race for a long time but just before the race Benjamin took over. Warholm stumbled at the penultimate hurdle and lost the initiative there.
Warholm has the world record of 45.94 from the Olympic final in Tokyo three years ago.