House, MD fans often say this to express excitement, fear, panic, etc.
Used the same way "Oh My God" is used.
Fan #1: "Hugh Laurie was on Ellen today talking about House, MD. Ellen gave him a guitar."
Fan #2: "Oh My House! That's awesome!"
by Kat-chan January 06, 2006