Heat oil in a large heavy saucepan over medium-high heat. Finely chop chile. Add chile and next 5 ingredients (chile through chili powder), and sauté 5 minutes or until tender. Add remaining ingredients, and bring to a simmer.
Cover and cook 45 minutes or until slightly thick, stirring occasionally.