Four other farmers were seriously injured.
Police said some farmers of Ratanpur village went to plant Aman paddy around 9:00am.
A thunderbolt struck six of them, leaving two dead on the spot. Later, local people rescued the injured.
Panchbibi police station officer-in-charge Palash Chandra Deb said the injured were admitted to Joypurhat Adhunik Hospital.