As of the 2001 Census of India,[2] Kalinagar had a population of 9,984. Males constitute 53% of the population and females 47%. Kalinagar has an average literacy rate of 34%, lower than the national average of 59.5%: male literacy is 45%, and female literacy is 22%. In Kalinagar, 20% of the population is under six years of age.