Hi Pavel, yes we do use this expression in English, although where I come from we say it without the French accent 'on route'. It means that you are on your way to somewhere. For example, if you receive a phone call on your mobile from your parents asking if you are on your way home, you could reply 'Yes, I'm en route', which means that you are on your way home.
'By the way' is something completely different.