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, the actor, 62, and the comedian, 50, looked cozy while exiting the A-list soirée after the Academy Awards on Sunday, March 2.

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

Late Sunday night, the unlikely duo were spotted leaving the Oscars after-party together Could sparks be flying between Chelsea Handler and Ralph Fiennes? The comedian, 50, and the Oscar nominee, 62,

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.

Ralph Fiennes was overlooked at the 97th Oscars as voters mistakenly believed he already had an Oscar for Schindler's List. Adrien Brody, who actually owns an Oscar, was chosen instead.

Chelsea Handler and Ralph Fiennes sparked romance rumors after they were spotted leaving the Vanity Fair Oscar Party arm-in-arm on Sunday, March 2

Chelsea Handler and Ralph Fiennes are spending time together and having some fun ... giving things a trial run before possibly making their relationship official.