Sayer was born in Shoreham-by-Sea to an English father and Irish mother on May 21st, 1948. He attended St. Peter's Catholic Primary School in Shoreham and later attended Blessed Robert Southwell, renamed Chatsmore in Goring-by-Sea. Leo also attended West Sussex College of Art and Design in Worthing to study commercial art and graphic design.