The "Highway" actor took to micro-blogging website Twitter to share a glimpse from the upcoming venture. Randeep, who mostly sports a rugged look, was seen flaunting a clean shaven look, wearing a white t-shirt and long tresses.
His co-star Kajal Agarwal is seen wearing a white top, looking fresh in a no makeup look.
"Love is in the air.. the gorgeous & talented #KajalAggarwal... Kaula Lampur... 'Do Lafzon Ki Kahani'.. #DLKK," the 38-year-old tweeted on Monday.
Randeep was last seen in the 2014 film "Ungli", a comedy drama film directed by Rensil D'Silva.
The "Highway" star is also currently gearing up for Prawaal Raman's directorial "Main Aur Charles", a forthcoming biopic on Charles Sobhraj, the 'Bikini Killer' of the 1970s.
The film will hit the screens on June 26.