Fish out of Water Horror

Film titles that strongly match this basic genre category:

The Ruins
The Perfect Getaway (also a Thriller)
Wicker Man (1973)

Genre Indicators:
Protagonist removed from the normal world and thrown into a foreign and chaotic situation that precipitates suspense and fear. Part of the fear is thus generated from the world itself being unknown.