He attended St. Xavier's College in Bombay, being expelled for drawing graffiti in a toilet which he claimed he was correcting, but the priests did not accept his claims.
Souza studied at the Sir J. J. School of Art in Bombay but was expelled in 1945 for his support for the Quit India Movement.