In a medium saucepan, bring brown sugar, 2 cups water, vanilla, and salt to a boil over high heat; reduce heat to medium-low, and simmer, stirring occasionally, for about 20 minutes. Remove from heat; add rum, whisking to combine. Let cool completely.