Rohrer, along with his colleague Gerd Binnig, co-invented the Scanning Tunneling Microscope (STM) in 1981 while working at IBM Zurich Research Laboratory. This invention was revolutionary as it allowed scientists to visualize and manipulate individual atoms for the first time.