Thanks for the help, mdchachi.
So, it would be all right to say that"Our plane had already started leaving when we arrived at the airport." or "Our train had already started leaving when we arrived at the station", wouldn't it?
If so, would there be any difference in meaning between "left" and "started leaving"?