Over the weekend near the Coachella Music Festival, Rihanna and Leonardo DiCaprio were spotted hanging out in the desert even though they both looked as though they were trying to go incognito.

The rumored couple was photographed together at the Neon Carnival, an annual star-studded Coachella after party that took place near the grounds of the music festival. The pop star wore a pair of silver sparkling sunglasses and a silver choker while the Academy Award-winning actor wore dark aviator sunglasses, a University of Michigan baseball hat and a bandana around his neck. In the pictures, DiCaprio was seen whispering into the ear of Rihanna.

While the two did hang out together at the party, they arrived separately. DiCaprio got to the party around 1 a.m. through a secret backstage door and sipped on Don Julio tequila cocktails at his table. Rihanna arrived later in the night and was seated near the actor's table. After DiCaprio was seen dancing to the TLC hit "No Scrubs," he made his way over to the "Work" singer's table to say hi, but according to a source, the interaction did not seem romantic.

"Leo slipped into the party incognito and was dancing and singing to 'No Scrubs,' "a source at the party said. "He knew every word! A couple tables over Rihanna was dancing with a couple girlfriends. Leo saw her and made his way over to say Hi."

Before she partied with DiCaprio, the singer took a break from her "ANTI" World Tour and made a surprise appearance during Calvin Harris' headlining set to help the DJ and Taylor Swift's boyfriend perform their hit song "We Found Love."

News of DiCaprio and Rihanna's rumored romance first surfaced in January 2015 when they were spotted flirting at a party at the Playboy Mansion and were seen flirting again at the singer's 27th birthday party. This past January, reports also said that the two were reunited at a Paris nightclub, but another source insisted that the two were "just friends."

Rihanna has been tied to Drake, Travis Scott and MLB star Matt Kemp in the past, while DiCaprio has dated multiple supermodels including Toni Garrn, Gisele Bündchen and Bar Refaeli.