In the 2019 general election, Rayner was returned as MP for the third time in five years. She did not stand for the Labour leadership in the 2020 leadership election, supporting her flatmate Rebecca Long-Bailey, who came second to Sir Keir Starmer. She stood successfully for Deputy Leader, elected on 4 April 2020, replacing Tom Watson.