There are a total of three phillips #3 bolts holding the handle to the door, two at the bottom, and a single one at the top

Your phillips #2 screwdriver will work fine here, but you could use a #3 if you want

For the top bolt there is a chrome trim covering it. You'll need to pry back gently - using a pick or small screwdriver so as to leave it undamaged