Cliche was drafted in the second round, 56th overall, by the New York Rangers in the 2005 NHL Entry Draft. He was drafted from the QMJHL where he played with the Lewiston Maineiacs for four years. In his final junior season, Cliche was selected and played for Canada at the 2007 World Junior Ice Hockey Championships.