The record for the most goals in a calendar year in soccer is held by Lionel Messi, who scored 91 goals in 2012. This remarkable achievement surpassed the previous record of 85 goals set by Gerd Müller in 1972. Messi's goal-scoring prowess has solidified his status as one of the greatest players in the sport's history.