Gather all ingredients.
Melt butter in a large, deep skillet over medium heat. Stir in brown sugar, rum, vanilla, and cinnamon; bring to a low boil.
Place bananas and walnuts in the pan. Cook until bananas have softened, 1 to 2 minutes.
Serve at once over vanilla ice cream. Enjoy!