According to the 2001 census report, Deulgaon Raja of Maharashtra had a population of 24,372 inhabitants. Males constitute 52% of the population and the females 48% of the population. In Deulgaon Raja, 14% of the population is less than six years of age. Deulgaon Raja has an average literacy rate of 71% which is higher than the national average literacy rate which is 59.5%. 79% and 63% is the male and the female literacy rate respectively.
Deulgaon Raja, Maharashtra has an ancient Balaji Temple which is popularly known as the 'Tirupati' of Maharashtra.