According to The Mirror, the two were spotted vacationing in the Bahamas.
According to the paper a source said: "Keira and Rupert seemed totally oblivious to everyone else. They were kissing passionately and seemed really into each other."
Keira Knightley has been single since her breakup last year with model Jamie Dornan.