He's from Kentucky, makes his own bourbon, drives a Ford pickup—and flies in a private plane.

These are some of the few details that have emerged about Brad Kelley, 55, a deeply private billionaire who made his fortune in the discount cigarette business. Mr. Kelley, whose hobbies include breeding rare, exotic animals, very rarely gives interviews. He doesn't tweet or use email.

He...