The record for the most goals scored in a single World Cup tournament is held by Just Fontaine, who scored 13 goals during the 1958 tournament in Sweden. Fontaine's remarkable achievement has stood the test of time, and his scoring prowess remains a significant part of football history. His performance helped him gain recognition as one of the greatest forwards of his era.