I finaly went back to the store. They offered to exchange the box but first they opened the new one to check if it was ok.
That one was also missing pieces. They opened an other one, same thing. I guess all the ones they had were like that.
They offered to reimburse me but I asked if it would be ok if I kept the pieces from 2 box and they agreed ! :-D