The film is set in Mumbai's C-grade film industry in the 1980s and the actor feels that the backdrop is appropriate for the film, which will release Friday with an A-certificate.
"Once I read Ashim Ahluwalia's script, I was blown away by the storyline and realised that the 'C' grade setting contributed to this film being a top ranker. I was in an 'A' grade film with a C' grade backdrop," Anil said in a statement.
He also added that the excellent script helped him prove his acting abilities as well.
"The unique manner of storytelling excited me. I worked on every scene as though it were my last and the scenes by themselves were very well-crafted and in depth. When you have the perfect script and the perfect director, it is a boon to any actor," he said.
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Anil, who was signed for the film after his play "Mirza Galib", said he fitted perfectly into the role.
"I realised that Ashim knew exactly where I fitted into the mould. I am glad I let my guard down and signed 'Miss Lovely'. The respect I got from the makers during the film is something I would always cherish," he said.
The film also stars Nawazuddin Siddiqui and Niharika Singh.