Drain the anchovy fillets, then dry them with a kitchen paper and chop.
Drain the capers, wash and dry them. Pull out the stone from the olive and tear the fresh in pieces.
Finely chop the parsley together with the capers and put aside.
Heat 5 tablespoons of extra virgin olive oil in a large frying pan over a medium heat, pour in the anchovies, melt and crush them with the help of a fork. Cook for a minute, then add the olives and cook for a further 2 minutes, stirring.
Meanwhile, bring to a boil 4 liters of salted water in a large saucepan and cook the penne until ‘al dente’. Drain the pasta, reserving some cooking water, and tip into the frying pan together with the anchovies and the olives. Loosen with some cooking water and toss well over the heat.
Remove from the heat, add the capers and the parsley and with the help of two forks mix everything together to allow the flavors to combine.
Serve immediately and enjoy this wonderful dish!!