Combine the evaporated milk and sugar and place over low heat.
Combine the cornstarch and milk, stirring into a smooth paste. Slowly add this to the heated milk and sugar, stirring constantly until the sauce thickens.
Add the vanilla, liqueur, and brandy. Simmer the sauce 1 minute longer. Serve warm.