TV footages showed Majumdar, who is also the state BJP vice-president, being beaten up, kicked and pushed into a bush by miscreants at Phipulkhola area of Nadia district.
Over seven lakh people will decide the fate of 18 candidates in the three constituencies.
The party's promise to identify illegal immigrants has been a crucial factor in ensuring BJP's win from border districts and northern parts of Bengal