Tropical Depression Fifteen formed on September 23 in the Caribbean Sea and strengthened to Tropical Storm Matthew . On September 23 the area of low pressure rapidly strengthened into Tropical Depression Fifteen , due to the favorable conditions . It quickly became Tropical Storm Matthew later that day .