The singer and Academy-Award winner were seen by concert goers Saturday during Coachella's Neon Carnival according to Us Weekly.
Rihanna and DiCaprio attempted to stay incognito during their meet-up with the actor wearing a baseball cap and dark shades. Rihanna wore a pair or oversized gold sunglasses.
During the event, DiCaprio reportedly was seen whispering into Rihanna's ear eliciting a couple of smiles. The duo have been linked together since January of 2015 after being spotted partying together at various celebrity gatherings.
On Sunday, Rihanna took the stage during Coachella for a surprise performance alongside Calvin Harris for their 2011 hit "We Found Love." Harris was also joined by Big Sean and John Newman during his set but not by his girlfriend Taylor Swift, who was rumored to make an appearance alongside the DJ.
Rihanna was recently in the news for landing a deal to start her own makeup line, Fenty Beauty.