If you have changed your mind and this is before the payment deadline for your trip, then yes you can remove the event from your booking page and reduce your outstanding balance for your trip.
If the payment deadline has passed then it would not be possible to remove this event ticket from your booking, however we may be able to transfer this to another person, should they want to buy this ticket from you