Humberside Police said officers had obtained intelligence that led them to procure a search warrant for Morton's house in Immingham, near Grimsby, last February.
As well as the harrowing book, officers found over 17,000 indecent images of children in his computer.
The book was not a published title but a paper document which he kept at his home.