Johnson pulled up alongside the celebrity tour bus, rolled down his windows and asked them if they knew where he could find The Rock.
The tourists screamed in delight and surprise and immediately began taking photos.
The video has been viewed more than 8 million times.
Johnson said it was a fun way to start off his Saturday.