NEW DELHI—Two Indian ministers resigned Friday as the Congress party-led government moved to limit the damage from corruption scandals with less than a year until national elections.

Railway Minister Pawan Kumar Bansal and Law Minister Ashwani Kumar have resigned, a statement from the government said late Saturday.

It added that C.P. Joshi...