George Kurian resigned after his Rajya Sabha term ended on June 21 and he was not renominated.
His exit comes amid speculation of a Union Cabinet reshuffle and organisational changes in the BJP.
A long-time BJP leader from Kerala, Kurian had served as Minister of State handling minority affairs and allied portfolios.