 On 1 October 1983, he was re-employed and assigned to command 246 Transit Camp with the local rank of lieutenant-colonel, while serving with the Jammu and Kashmir Rifles.Rinchen finally retired as a full colonel in 1984.The Indian Army has named an army shopping complex after him in Leh.