After finishing his Masters in 2002, Dunne sought collaborations with contemporary choreographers in parallel with his own solo creative work. In 2003, he worked again with Yoshiko Chuma in the Daghdha production of The Yellow Room. In 2005, he joined Michael Keegan Dolan's Fabulous Beast Dance Theatre for their production, "The Bull". His performances in The Bull at The Barbican in 2007 earned him a nomination for a UK Critics Circle National Dance Awards (best male: modern dance). Other work during this period included choreography for The Abbey Theatre (The Shaughraun 2004), and performances with the Irish Chamber Orchestra (Tour of Ireland 2004 and Carnegie Hall 2005).