I just found this online (which doesn't mean that it's accurate): Capitalize family relationship titles when they are used with names or in place of names. Do not capitalize them if they do not replace the name. Aunt Denise, Uncle Jerry, Grandfather Joe.

> In "Let's eat, Grandpa." then Grandpa does replace the name.