The pair made their way to a car where they were joined by The Hurst band member Theo Hutchcraft, who sat in between them.
Earlier in the night, Ellie stepped out at the 2014 Capital Summertime Ball at Wembley Stadium. Calvin also attended the event.
“Had such a good time opening the Capital Summertime Ball! Have an amazing day!!!” he tweeted.