Do you have to write the name of author when quoting in a book review?

Yes, you generally need to attribute quotes to the author when writing a book review. Failure to do so is plagiarism. The exact method depends on your chosen citation style (MLA, Chicago, APA, etc.), but you'll always need to clearly indicate who said what.