The "Four Five Seconds" singer grabbed dinner with the Real Madrid player and friends at an Italian restaurant where Rihanna is a frequent patron, reported People Magazine.
Rihanna and Benzema, both 27, travelled separately to the popular restaurant.
The dinner date was the second time this week the pair was spotted together.
Last week, Rihanna and Benzema were caught getting cozy at a performance.
According to a source, Rihanna and Benzema were "drinking and cuddling during the show" in a booth near the back of the venue.