go off with something/somebody phrasal verb informal ( see also ↑ go )
1 . to leave your usual sexual partner in order to have a relationship with someone else:
She’s gone off with her husband’s best friend.
2 . to take something away from a place without having permission:
Who’s gone off with my pen?