Van der Vaart risked the wrath of ref Mike Dean by going to the crowd to celebrate.
However, Wenger defended the goalscorer on that front.
He said: "No, I'm not a fan of cards for that.
"I can understand it if he celebrates a goal like that. There has to be some spontaneous reaction to scoring."