Welcome to Android Central! Yes you can. Open Google Play Books, swipe in from the left, tap My Library, then tap the 3 vertical dot menu button associated with the book in question. Select Download, and it should save to the phone for offline reading. More info here: https://support.google.com/googleplay/answer/2851654?hl=en