Märta Norberg was a Swedish cross-country skier who competed in the 1950s. She won two bronze medals in the 3 × 5 km relay at the FIS Nordic World Ski Championships. She was born in Örnsköldsvik, Ångermanland. Norberg finished fourth in the 10 km event at the 1952 Winter Olympics in Oslo.