He was born in Saint-Vincent-de-Paul, the son of Joseph Labelle and Catherine Bleau, and built a number of buildings in Montreal. In 1830, he married Émilie Boisseau. Labelle served on the municipal council for Montreal from 1852 to 1859. He resigned his seat after being named superintendent of public works in 1861.