She was declared dead at the hospital in nearby Thetford Mines.
Roussel, 51, was interim mayor between 2003 and 2005 before becoming mayor. She had recently won her third term as mayor.
She leaves behind daughter Constance, 18, and 19-year-old son Antonin.
The city of La Prairie, on Montreal's South Shore, has lowered its flags in mourning.