De Fournas, a member of Marine Le Pen's National Rally (RN), and his party argued that he said nothing wrong.
He "obviously spoke about the migrants transported in boats by the NGOs," Le Pen tweeted. "The controversy created by our political opponents ... will not deceive the French."
Bilongo saw it very differently, calling the comment "shameful." "Today, I was sent back to my skin colour. I was born in France. I am a French deputy," he said.
Stephane Sejourne, who leads President Emmanuel Macron's centrist party, said de Fournas should resign, and the left-wing Nupes alliance said that he should be expelled.
Over the past years, Le Pen has made huge progress in detoxifying her party's image and convincing voters that the party founded by her father Jean-Marie, who was convicted several times of incitement to racial hatred, has moved towards the conservative mainstream and is now fit to govern.