Rye died in Paris on September 12, 1953, and was buried in the city's Maplewood Cemetery. At the time of his death, he became the second longest-lived governor in Tennessee history at the age of 90 years and 3 months. Governor John I. Cox was the longest at 90 years, 9 months. In April 2018, Winfield Dunn (b. July 1927) broke Cox's longevity record and as of July 2019, has surpassed his 92nd birthday, and now Rye is the third longest-lived governor in state history.