iOS 9.3 iBooks for iPhone starts with a blank shelf screen
i had the same problem and changed the setting on the top of the screen from "All books" to just "Audiobooks" (because I just use it for audiobooks)
Should also work if you switch to just "pdf" or just "Books".
Give it a try. it solved my problem and no blank screen anymore when you open Ibooks