Amazon now has a "reality show" based on this premise.

The Asch conformity experiments, conducted by Solomon Asch in the 1950s, revealed that individuals often conform to a unanimous group majority, even when the group is obviously wrong. In the study, 75% of participants conformed at least once by providing an incorrect answer to match the group's false consensus