Combine all ingredients except vanilla in heavy saucepan.
Bring to a boil and continue boiling, without stirring, until a drop of the sauce forms a soft ball in a glass of cold water- approximately 10 minutes.
Remove from heat, add vanilla and serve. Refrigerate leftovers and rewarm before serving again.