Should I underline this title?

I am writing a book report on Shakespear's A Midsummer Night's Dream and I was wondering if i should underline the title, put it in quotes, or use italics. It was a play, but I am reading it from a book. Normally I would underline, but since it written as a play (and in play form) I don't know if I should use something else. Thanks!