Explore hiking trails around Eagle Lake, Minnesota. The best hike near Eagle Lake is Hidden Falls Loop via Beaver Trail and White Oak Trail, a 2.5 mile loop in Nerstrand Big Woods State Park. Eagle Lake has population 2094.0.