Your options are reversed. Under the mass conspiracy scenario, any individual scientist could become famous and promote their own career by whistleblowing about

Your options are reversed. Under the mass conspiracy scenario, any individual scientist could become famous and promote their own career by whistleblowing about the fraud. But if the scientists are truthful as a group, they can guarantee further research and grants because the standard model is wrong and more experiments will be needed.