In his message, the chief minister "wished Advani good health and a long political life".
Kumar served as the Railway Minister in the Atal Bihari Vajpayee government in which Advani was the Deputy Prime Minister.
Advani was one of the founding members of the BJP, whose "Rath Yatra" in 1990 had brought the party into national prominence for the first time.