That's a very informal phrase you can use to express your feeling when you see something horrific, surprising, confusing or maybe a little bit funny. It's kind a like "what the heck?" e.g. 我给朋友看了一张有点吓人的照片，朋友吓了一跳，说“什么鬼！”