In the 2005 municipal election, Boileau ran as a co-listed candidate with mayoral candidate Richard Bergeron for the De Lorimier ward on Montreal city council.
Boileau was elected in a difficult contest for the De Lorimier ward and, as such, became the first Projet Montréal candidate to be elected anywhere in the city.