book-thief
biblioklept, biblioclept 1. A book thief or someone who steals books. 2. Besides the direct biblioklept there is the indirect thief who borrows and never returns books to their proper owners (including a library). Here is a news article about a bibliokleptomaniac.
a person who steals books.