It's infringement of copyright, so you'd need to get permission before you do: see here (though the copyright owners might be more merciful than they would be for a published book...)
http://www.guardian.co.uk/books/2010/may/01/blake-morrison-lyrics-copyright
Emma
<Added>See also the Society of Authors Quick Guides to copyrights , and to permissions:
http://www.societyofauthors.org/guides-and-articles