Douglas Harper's Etymology Dictionary
biblioklept
1881, from biblio- + Greek kleptes "thief" (see kleptomania). Walsh calls it "a modern euphemism which softens the ugly word book-thief by shrouding it in the mystery of the Greek language."
Wiktionary
biblioklept
n. A person who steals books