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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