Please remember that your culture affects your idea of normal immensley. There are large periods of history where europeans considered being overweight attractive, where being extremely pale was attractive rather than tan etc. Some cultures have even more extreme versions of this (foot binding, neck lengthening rings etc). Those people probably thought that their idea of beuaty was "just a fact of life" too.
No need to over complicate things
This is akin to me saying women on average are shorter than men and you retorting with "I know a tall woman"
Unibrow: Tajikistan Crossed eyes: ancient Mayan culture Teeth blackening: Ohaguro etc
Our modern globalized culture only gives us a tiny taste of what cultural diversity really is. That is because cultural diversity is actually erased by globalization - a process really begun by colonization, really the earliest form of globalization.
I'm going to confidently continue to find attractive what I find attractive and 95% of the world agrees with me. I celebrate the rise of the current global culture.
I’ll leave it to you to lament the end of foot binding and blackened teeth.