Mr Davey, previously tipped as a possible party leader, lost his Kingston and Surbiton seat to the Conservatives.
Nearby in south west London, Mr Cable lost his Twickenham seat, also to the Conservatives.
Both attributed their defeats to a combination of coalition and Conservative warnings about the threat of a Labour/Scottish National Party administration.