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You put the needle down on a turntable, turn up the volume, and listen to -- nothing.
Why would anyone want to put out a silent record with absolutely no audio on it? According to Alan Cross' "A Journey Of Musical Things," there once was such a thing and there was a specific reason for it.
He explains what it was here.