Natsume's Book of Friends, Volume 2 by Yuki Midorikawa

Takashi Natsume has always been aware of the supernatural world, but after he inherits a magical book from his grandmother, the supernatural world is aware of him!

Takashi Natsume can see the spirits and demons that hide from the rest of humanity. He has always been set apart from other people because of his gift, drifting from relative to relative, never fitting in. Now he's a troubled high school student who has come to live in the small town where his grandmother grew up. And there he discovers that he has inherited more than just the Sight from the mysterious Reiko.

Much to his surprise, Takashi is settling into his new home. He's even making friends at school. So when some of the other kids invite him to a test of courage at the old abandoned high school, he joins in despite his reservations. But the rumors about the old school being haunted are absolutely true, and the spirit that lives there has a special hatred for humans!