The late, lamented Tempelhof was most certainly 'in town', although Berlin is a very big city. I suppose you could reasonably walk from there to the Brandenburg Gate or the Potsdamer Platz in an hour, for example.
Personally I've walked from Antwerp Airport to the city centre, in half an hour or so.