Tallulah is a city located in Madison Parish, Louisiana. Tallulah has a 2026 population of 5,677. Tallulah is currently declining at a rate of -2.07% annually and its population has decreased by -9.17% since the most recent census, which recorded a population of 6,250 in 2020.