In 1939 due to the increasing high school population in the Tampa area Thomas Jefferson High School was founded in the Old Hillsborough County High School building at 2704 N. Highland Avenue in the city's Tampa Heights neighborhood.Northoftampa : 65 years later their spirit remains Named after the third president of the United States Thomas Jefferson its first principal was D.W. Waters and its first class graduated in 1942 .