Wajid was son of Ustad Sharafat Ali Khan, a tabla player. He along with his brother got the big break when they first scored music for Salman Khan and Kajol-starrer Pyar Kiya To Darna Kya in 1998. They went on to have a long association with the superstar actor, composing music for several of his hit films.