Around twenty hooded thieves attacked the film crew by launching fireworks at them, a Netflix spokesperson said.
They stole more than €300,000 (£250,000; $330,000) worth of equipment during the heist, in broad daylight.
None of the cast or crew who were on set - reported to include the show's star Omar Sy - were injured.
The crew were attacked while they were filming in the Nanterre district, west of central Paris, forcing production to briefly pause.