Around a decade ago i had to move to another city and spent a few months without internet. I had all my favorite games downloaded on Steam and was able to play them offline with no issue for all that time. Not sure if it still like that, but it was possible back then.
It’s not possible with any Denuvo game which will require you reactivate with a drm server every so often.
Which has nothing to do with Steam...