From the 19th century up until WWII, eugenics had been considered an interesting and exciting area of research. What changed after WWII?

Moreover, why is there a notion that eugenics is dangerous? What is wrong with eliminating hereditary illness and breeding more intelligent and attractive people? Do you want people to be dumb, sick, miserable and ugly?