The Maharashtra government will conduct an inquiry into alleged irregularities in the purchase of vehicles by the relief and rehabilitation department when the Shiv Sena-led Maha Vikas Agahdi (MVA) was in power, Deputy Chief Minister Devendra Fadnavis said on Wednesday.