Heat oil in a large pot over medium heat. Add onion to the pot and cook for 8 minutes. Add garlic, pepper and celery to the pot and cook for 5 more minutes.
Add all remaining ingredients to the pot. Swirl olive oil on top.
Bring soup to a simmer and cook for 10-15 more minutes.