Indian Rocks Beach is a city of Florida in the United States . Legend has it that Florida 's Beach community of Indian Rocks Beach got its name when a native medicine man miraculously healed his chief with the waters from a natural sulfur spring believed to have been located in Kolb Park across from Indian Rocks Beach City Hall .