Gjelsvik Peak () is a peak, high, standing northwest of Mount Fridtjof Nansen, in the Queen Maud Mountains of Antarctica. It was named by the Southern Party of the New Zealand Geological Survey Antarctic Expedition (1961-62) for Tore Gjelsvik, Director of the Norsk Polarinstitutt, Oslo.