In a large pot, warm the olive oil over medium heat until shimmering. Add the corn, potatoes, onion, bell pepper, celery, salt, and chili powder. Stir to combine. Cook until the onions are tender and translucent, about 7 to 10 minutes, stirring every couple of minutes.