Your teacher used to think he could move an entire space station floating weightless in space with a mere push of his pinkie finger. Was he correct?
Space stations are not weightless. The people inside them only think they are weightless. They are already moving along with the space station.
A mass subjected to any unbalanced force, no matter how small, will accelerate.