Spanish Socialist Workers Party, or PSOE, secretary-general and opposition leader Alfredo Perez Rubalcaba on Sunday called on Prime Minister Mariano Rajoy to resign due to the corruption case involving the governing Popular Party regarding alleged clandestine payments to its leaders.