Police said the protesters, who are believed to be animal activists, began spreading out a banner just as reigning champion Joey Chestnut was finishing his 10th hot dog.
Officers spotted them and climbed over barricades to get to the demonstrators.
There was a brief scuffle but the group was taken into custody.
The competition was not interrupted. Charges are pending against the protesters.