- Got engaged to Hollywood actress Hunter Tylo during the making of the film The Maharaja's Daughter. He was looking forward to settle abroad and having a career in Hollywood. The engagement ended when Mahendra decided to stay back in India.
- Wife Shefali adopted his name as actress Shefali Verma.
- Daughter Tanisha Verma is married to music director Bappa Lahiri, son of also music director Bappi Lahiri.
- Brother of Bhiku Verma.
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