The city authorities have banned the rally over health concerns and fear it might lead to unrest.
The BFMTV broadcaster noted that though the demonstration had initially been peaceful, some of the protesters had begun assaulting police.
Law enforcement officers reportedly used tear gas against the demonstrators. The rally participants, in their turn, threw bottles at the officers.
The protesters are using parked bicycles and kick scooters to make barricades and are setting them on fire.
The protest wave was started over the case of Adama Traore, a 24-year old French man of Malian origin, who died in police custody in 2016. Videos show the protestants kneeling before the police, shouting out "Justice for Adama" and holding up posters with a slogan "No More Silence".