No, it is not just a matter of flavours. It's a deeply ingrained and institutionalised bias that happens all around the world. You see it in Mexico, in India, in France, in China, in Nigeria: white is pretty. Sweden and Norway are widely regarded as the ultimate in beauty.
I wish I knew why this happened and how to fix it. It's a giant problem that should not exist.