Prepare diced or halved red potatoes with skin on and spread them on a baking sheet. Coat them with olive oil, ensuring even coverage. Add Italian dressing mix, salt, and pepper evenly. Bake at 400 degrees for around 45 minutes until tender. Serve after baking.