Rhea was born into a Bengali Hindu family. She started her television career in 2009 with MTV India's reality show TVS Scooty Teen Diva and was the first runner-up. Later on, she auditioned to be a VJ at MTV Delhi and was selected. She has hosted several MTV shows, including Pepsi MTV Wassup, TicTac College Beat and MTV Gone in 60 seconds.