Prep the oven - Heat to 450°F. Line a baking sheet with parchment paper or brush with oil.
Make the filling - Peel and thinly slice the apples. Mix with brown sugar and cinnamon in a bowl.
Soften the rice paper - Fill a large bowl 1/4 full with room temperature water. Dip one rice paper sheet at a time just until it starts to soften. Don't let it get too soggy.
Wrap them - Place softened rice paper on counter. Put 1-2 tablespoons apple mixture in center. Fold bottom up, sides in, then top down like a burrito.
Bake - Place on prepared baking sheet seam-side down. Brush tops with oil. Bake 25-30 minutes, turning every 8-10 minutes until golden brown and crispy.
Cool and serve - Let cool for 5 minutes before eating (filling will be very hot).