Whisk together first 3 ingredients in a large saucepan until smooth. Bring to a boil over medium heat, whisking constantly; boil, whiskingconstantly 2 minutes. Remove mixture from heat; add sugar. Cool slightly.
Whisk in milk and creamer. Cover and chill at least 4 hours or up to 2 days.