Thinkers usually come from either the lower or upper-middle classes. These groups are different from the norm and identify with that difference.
The ego naturally attaches to whatever it has; in this case it has difference. The attachment progresses with an increasing rejection of the normal, and a striving for the exceptional. And what is the best vehicle to deliver one to the exceptional? - reason.