The Liverpudlian is known for his roles in some of the biggest movies made such as The Damned United, Pirates of the Caribbean: On Stranger Tides and Tinker Tailor Soldier Spy.
Speaking with The Sun's showbiz editor Gordon Smart on his Xfm show, Graham voiced his intention to be a part of future episodes after fellow Liverpool born narrators Ringo Starr and Michael Angelis.
Maybe I could be the voice of the rock 'n' roll version? Down Tidmouth Sheds on the Island of Sodor when Gordon the Big Engine has had a few too many cans of Tennent's and starts some aggro with James.
Stephen himself starred with Angelis in the BBC's most recent acclaimed drama, Good Cop. Graham however was killed off in the first episode and appeared in subsequent stories through flashbacks.