As a two-mile-wide tornado loomed over Oklahoma on Monday afternoon, most everyone scrambled for shelter. Except for a few storm chasers, who rushed straight toward the vortex.

They’re nuts, right?
Actually, the most highly regarded storm chasers—and there are highly regarded storm chasers—aren’t out there to satisfy some adrenaline rush or fulfill...