That "touch of down elevator" is what you were doing wrong. You lose altitude on final by cutting the throttle. If you try to lose altitude with down elevator, your airspeed will increase and when you level out, the plane will climb because of that increased airspeed. You should fly your whole final approach with the nose just a little high. Throttle controls rate of descent: less to come down faster, more to climb.