The MPs argued over whether a new deal could be renegotiated with the EU, and the prospect of a no-deal Brexit.
Boris Johnson came under fire for not taking part in the Channel 4 debate but defended his stance, suggesting it would "be slightly cacophonous".
His leadership bid has been backed by Health Secretary Matt Hancock, who dropped out of the race on Friday.
