I'd understand this as literally putting the book down - putting it down on the table or on your desk. Or in other words, to stop reading it.
We often use the phrase 'put down' to talk about a book in the sense of taking a break from reading it. When we describe a story which is so exciting that you can't stop reading it, we very often use the phrase 'I couldn't put it down!'.