Shadow health secretary Wes Streeting said he hopes that Conservative voters will give "change a chance at the next general election", following the steps of former Tory MP Dan Poulter who has defected to Labour.
Dr Poulter said he left the Conservative Party because it no longer values public services.
Mr Streeting said that millions of Conservative voters could see the "chaos and failure to deliver" of the Conservative government.