Safety Harbor is a city on the west shore of Tampa Bay in Pinellas County, Florida, United States. It was incorporated in 1917. The population was 17,203 at the 2000 census. As of 2004, the population recorded by the U.S. Census Bureau is 17,550. Safety Harbor apartments for rent comparison page shows most up to date rent information on Safety Harbor apartments and houses. Rent information is obtained from multiple rental sources but we cannot guarantee their accuracy.