When you think of the most popular dessert in New Jersey, what comes to mind?. Allrecipes says crumb cake is New Jersey’s most popular dessert. I’m a HUGE fan. I can’t walk by a piece of crumb cake and not steal a crumb off the top. Can you?. There’s a…