Combine ketchup and next 9 ingredients (through pepper) in a medium saucepan; bring to a boil, stirring with a whisk. Reduce heat; simmer 8 minutes or until thick, stirring occasionally.
Remove from heat; add chocolate, stirring until chocolate melts and mixture is smooth.