An expression of shock, surprise, or disbelief. A more colorful way to say "no way" or "that's crazy".
Chad: "Did you hear that Karen dumped me because I laughed at her the other day when she complained to the manager at McDonald's because her french fries were too salty?"
Me: "What? Get out of town!"