IGO, Calif.—Shasta County Sheriff Tom Bosenko, his budget under pressure in a weak economy, has laid off staff, reduced patrols and even released jail inmates. But there's one mission on which he's spending more than in recent years: pot busts.

The reason is simple: If he steps up his pursuit...