Trains have little friction on the tracks. That's one of the ways they are much more efficient than a car (with rubber tires).

If the moving friction is very low, it makes sense that not that much energy is used to move the train once it's at speed. Slowing it down would return some of the energy back (with the rest dissipated as heat).