On June 15, 2007, the Detroit Pistons traded Delfino to the Toronto Raptors for 2nd-round draft picks in both the 2009 NBA draft and the 2011 NBA draft. The 2007–08 season was his most productive in the NBA, as he averaged 9 points, 4.4 rebounds and 1.8 assists per game during the regular season.