In the 2011 Canadian federal election, DeBellefeuille was a casualty of the Orange Wave, losing her seat to Anne Minh-Thu Quach of the New Democratic Party.
In 2015, she ran again, and was again defeated by Quach.
In the 2019 Canadian federal election, DeBellefeuille was able to retake the seat, receiving nearly 30,000 votes.