What exactly is wrong with being weird?

For some reason there seems to be a heavy stigma in our society against anything being perceived as weird and that things that seem odd people need to be "normalized" so it isn't seen as weird, what exactly is wrong with not being normal? Who decided what is and isn't "normal" anyway?