Eagle Lake is a city located in Polk County, Florida. Eagle Lake has a 2026 population of 5,576. Eagle Lake is currently growing at a rate of 33.14% annually and its population has increased by 82.52% since the most recent census, which recorded a population of 3,055 in 2020.