If it feels like you parking brake is still on, even after you released it the chances are the pads or shoes are sticking to the drum or disk. This is not uncommon, especially if the humidity is high or you have been running in rain.

Rather than try to overpower this condition, just go from drive to reverse. The slight backward motion when it drops into reverse is all it takes to release everything.