The concert, which intended to promote tolerance, turned into a public relations disaster as fans shouted for refund of their money, reported MTV online.
The venue was packed with Madonna die-hards, since the tickets were made available only to members of her official fan club, before being released to the general public.
The 53-year-old singing sensation, who has been embroiled in controversy over the past week for her use of a Nazi swastika symbol on her current tour, took the stage on July 26 at 10.15 PM and departed around 11PM.
During the 45 minute show, Madonna arrived on-stage wearing a black lacy lingerie and stockings and performed new single 'Turn Up The Radio', as well as a handful of her classics, including 'Open Your Heart' and 'Vogue'.