Season the duck liberally with salt and pepper. Heat a thin layer of oil in a Dutch oven over medium-high heat. Add the duck and brown it evenly on all sides. Mix in the onions, carrots, celery, and bell pepper. Cook, stirring often, until onions are translucent.