Answer:
The lowest recorded case of serious altitude sickness (HAPE) was at 2500m in a climber in Japan. However, most people need to travel above 3000m and stay there for at least 12 hours before symptoms of altitude sickness develop. (http://www.altitude.org/altitude_sickness.php )