Here's why:
* Italicizing distinguishes the title from the rest of the text, making it clear it's a book.
* Underlining is an older style that's less common now, particularly in digital text.
* Quotation marks are used for shorter works like articles, poems, songs, or chapters within a book.
Example:
* I recently finished reading _The Great Gatsby_.