If you do not wish do download it immediately, you can always choose to do so later by click the audiobook menu icon from the library or now playing page.
You will receive a menu from which you can choose "Download to Device". After selecting the option, you will see a percentage indicating how much of the book has been downloaded. After the book has finished downloading, the cloud icon will disappear which means the book is now stored locally on your device.