Thornton Elementary was named in honor of Ms. Myrtle Lee Thornton, an educator at Arlington High School. Thornton opened its doors for its first students in the fall of 1956. There were over 500 students when Thornton's twenty-two teachers received their first group of children. Construction cost of the original buildings was approximately $450,000.