I turned the lights off and watched it. I think it's rather funny, the music makes it so. But I could have been scared by it as a child, maybe.
It would be scary to me now if it featured a hanged man for example. I'm sensitive moe addict after all.
I remember being scared by a man with a pig head as a child.