In this 1st map the book is where the yellow square is
In this 2nd map this is where you put the book after you get it
These 2 maps were contained in the link Abhi gave you.
Have you checked your inventory?...does the book appear there?
I have just watched the video suggested above by Gamemaster & I can clearly see the book getting picked up at around the 10:30 timestamp.