Combine the olive oil, anchovies (with their oil), and garlic in a bowl, and mash to form a paste. Transfer the paste to a heavy saucepan.
Add the remaining ingredients, and stir well. Place over medium heat and bring to a simmer. Reduce the heat to low and cook, covered, stirring frequently, for 1 hour.