Put some penetrating oil on the threads and leave it over night.
Are you using a bicycle pedal wrench? This is a big help. The left (non drive side) is reverse thread. Hold the bike still ( put the bike on the ground) and push down on the wrench towards the floor. If this does not do it or you are not sure about reverse threads take it to a bike shop.