In June 2016, Greening revealed on Twitter that she was in a "happy same-sex relationship". Referring to the EU membership referendum, she added: "I campaigned for Stronger In but sometimes you're better off out!" Greening was previously in a relationship with Mark Clarke, a former Conservative parliamentary candidate for Tooting who was expelled from the party for his involvement in a bullying scandal of young members.