Enclose the book title in quotation marks if you believe it is more appropriate to the overall appearance of your document. This would not apply to reference books. Book titles from books that are part of a collection would need to be underlined or in italics. Be consistent in your style. Do not underline book titles in one section of your document, and enclose them in quotation marks in other.