What I see on that page: one hell of a lot of unicode placeholders and not much else.

We don't all agree with a site's font choices.

And at least img made an attempt at semantic meaning and accessibility with alt= attributes. The failure modes for img are actually quite good. There's no such concern in the minds of those who gave birth to icon fonts.