On May 23, 2012, an article in The New York Times noted that Parsons is gay and had been in a relationship for the last ten years.
Toukokuussa 2012 The New York Times kertoi Parsonsin olevan homoseksuaali ja olleen parisuhteessa viimeisen kymmenen vuoden ajan.