Natsume's Book of Friends, Volume 4 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.

Takashi's quiet afternoon in the forest is disrupted when an angry spirit tries to possess him. He manages to dodge the spiritual attack, but he can't as easily avoid the yokai's pleas for help. Now he's tracking down an escaped evil spirit that threatens the life of the forest. But he's still learning that yokai never tell the whole truth, and the secrets spirits keep spell trouble for him!