Rao Sharafat Ali was sacked on charges of financial irregularities by the state government on April 27.
Ali was nominated by the previous BJP government.
A unanimous decision was taken in board's meeting yesterday that Sharafat Ali's role and irregularities done during his tenure as chairman would be probed, sources said.