On June 26, 2008, Gavai was instead appointed as Governor of Kerala, switching posts with Kerala Governor R. L. Bhatia.
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On 7 June 2009, Gavai gave the Central Bureau of Investigation the permission to prosecute CPI(M) Kerala State Secretary and former Kerala Electricity Minister Pinarayi Vijayan in the SNC-Lavalin case.