"Fairness" depends entirely on what you condition on. Conditional on the hare being better at racing, you could say it's fair that the hare wins. But why does the hare get to be better at racing in the first place?

Debates about what is and isn't fair are best framed as debates over what to condition on, because that's where most of the disagreement lies. (As is the case here, I suppose).