Chelsea Handler and Ralph Fiennes set the Hollywood rumor mill into motion after they were spotted leaving an Oscars party together on Sunday night.

Ralph Fiennes and Chelsea Handler were snapped leaving the Oscars after-party together and have been dubbed Hollywood’s most unlikely couple. The couple first caught the attention of fans at the Critics’ Choice Awards in early February when the pair took part in a skit together that saw Chelsea down a glass of milk.

Actor Ralph Fiennes and comedian Chelsea Handler ignited romance rumors after being caught leaving the Vanity Fair Oscars Party arm in arm. In late-night photographs obtained by outlets such as People,

Chelsea Handler and Ralph Fiennes spark romance buzz at the Oscars afterparty—weeks after their flirty Critics Choice moment.

The comedian, 50, and the Oscar nominee, 62, were spotted arm-in-arm outside this year’s Vanity Fair Oscars party late Sunday night. The unlikely duo appeared to be chatting and laughing as they left the soirée together.