It prevents thread starvation. Frame the concept in practical terms so you can explain it during interview discussion.
Fairness ensures that waiting threads acquire locks in the order they requested them, preventing some threads from being perpetually blocked. In systems like e-commerce flash sales, fairness can ensure every user gets a fair chance to purchase items, rather than some threads continuously acquiring locks while others starve.