Problems were first reported around 4pm on Thursday and National Rail warned passengers of "major disruption" after all services in and out were stopped.
Lines were said to be reopened about an hour later but delays continued well beyond 9pm.
Among those affected were passengers hoping to use Virgin Trains services on Thursday.
The company was advising customers to travel on Friday if possible - their tickets will still be valid.