I'm English. I come from Brighton. In Paris I am a
foreigner.
I'm from Brighton. In Manchester, in the north of England, I am a
stranger.
Foreigner is usually someone who comes from a foreign country.
Stranger could be just about as foreigner but stranger is someone you don't know.
Well, in your case no one knows you in Manchester but yet you're still in your own country.