Upvote:2
If you contact BA to cancel ths Newcastle leg, they will reprice the ticket out of London at the fare that is avaiable that day, which likely will be higher, plus a change fee.
If you skip the first flight without notifying them, then all subsequent flights will be cancelled.
If the fare is that much better, why not take the train to Newcastle and fly from there.