In the Mouth of Madness is my favorite horror movie. Not sure if it's obscure or underrated though it is the last movie John Carpenter made before his brain melted.
The Cabinet of Dr. Caligari is another good one. Also the first horror movie ever made for those that are interested in checking out the genre's roots.
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