The pair who have continually denied any form of romantic involvement were spotted at the annual music and arts festival which holds at the Empire Polo Club in Indio, California, located in the Inland Empire's Coachella Valley in the Colorado Desert.
The festival which began on Friday, April 15, 2016 is set to run through to April 24, 2016, and always sports the very best of the entertainment, music and film industry.
Rihanna and DiCaprio tried to blend with crowd as the singer sported large framed shades while the Oscar winning actor rocked shades and a baseball hat.
The pair who were pictured lip locking in Paris in January this year, are yet to reveal any formal relationship or explain their off and on romance.
They still look very good together, with their chemistry shining through every time they are spotted around each other.
Watch Rihanna in "Kiss It Better" below: