Proper punctuation for children's book titles?

In a formal essay, would I underline the title of the book? I'm talking about Green Eggs and Ham and I know longer works are normally underlined but since this isn't like a novel or anything I'm not sure if it falls under the underline rule or quotations rule. Thanks!