That’s because blue is not really a color for the eyes, it’s an absence of pigment. The structure of the iris causes alterations on light refraction, not too different of why sky looks blue. It’s called “Tyndall scattering” (https://secure.wikimedia.org/wikipedia/en/wiki/Tyndall_effect).
Interesting! Thanks.