If they have someone else to take over the lease then they cannot ask for you to pay that rent, but they can ask for the rent to be covered until the new lease begins.

Having said that, because of the circumstances (ie, being asked to leave) the residental tribunnal has a bit of 'grey' area, which means the outcome could vary (in favour of your parents) if this went to tribunnal.