"This league should be put to an end. IPL is not a sport but a mere 'tamasha' (buffoonery) and fixing has put a blot on it," Chouhan, who was here on a religious trip, said.
It would be in the larger interest of the game that the tournament is discontinued, Chouhan said.
Earlier, Janata Dal(United) had made a similar demand, saying that every edition of the tournament has been marred with "scandals".
Three cricketers, including pace bowler S Sreesanth, have been arrested on charges of spot-fixing in the IPL matches.