The correct response here is:
The book pushes down on the table and the table pushes up on the book.
This represents the action and reaction forces as described by Newton's third law of motion: for every action, there is an equal and opposite reaction. The book exerts a downward force on the table due to its weight, and in response, the table exerts an equal upward force on the book.