Dunn was born in 1969, and turned professional in 1992. At the end of the 1992/1993 season, having failed to progress beyond the qualifying rounds of any tournament, he entered the 1993 World Championship. There, he won his first qualifying match against Ian Bullimore 5–1, before embarking on a run of another ten successive victories to reach the last 32 at the Crucible Theatre.