I can’t say for sure but this had to be an ill-fated attempt at humor. Nobody in Atlanta does not know watermelon and fried chicken (and collard greens btw) are stereotyped Black foods. Anyone for Popeyes?
White people in Atlanta eat all those foods all the time. Whatever the stereotype was, it is long gone.