Question: can tokens be turned face down?
Answer: Yes. Token Monsters cannot be flipped face-down. "Book of Moon" cannot target a Token Monster. If an effect tries to Set a Token Monster, then the Token Monster is only switched to DEF Mode (see Card Rulings:Swords of Concealing Light).