The 61-year-old 'Humma Humma' singer said Anurag made him feel comfortable on the sets of the film, which stars Ranbir Kapoor and Anushka Sharma in the lead.
"Bombay Velvet' is my first acting experience - and a wonderful experience too, as Anurag is such a great director. He has a genuinely friendly way of putting an actor (specially a newcomer) at ease," he told PTI in an interview.
'Bombay Velvet' explores the dark side of history of Mumbai and how it became a metropolis against the backdrop of love, greed, violence and music.
"Acting is a brand new world for me. Luckily, at this stage, I will never be asked to play a hero, so I will never be trapped in a typecast role. I can, therefore, happily take on any role I get from a good director," he said.
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Besides 'Bombay Velvet', the singer would be seen in a small role in Mohit Suri's upcoming thriller 'Ek Villain'. On Suri's film, he said "All I can say is I'm playing a mafia don. It's a short role, so don't expect too much out of it."
"It is a new learning experience for me. Learning how to relax your mind and put yourself fully into the character you're playing... Believing you're that person. Another first time experience was dialogue dubbing. I never thought I would enjoy acting, but I do."
Remo is happy that in both the films, he got to play different characters unlike his previous assignments where he was mostly shown as a music composer.
"What excites me most about these two films is that for the first time I was engaged purely as an actor not as a musician. I have done small roles in 'Trikaal' and 'Jalwa' ages ago, but there I acted as a musician," he said.