Incorrect. Removing the watermark constitutes a derivative work. To distribute this work you need permission from the copyright owner to be legal. This you will almost certainly not get since the point of watermarks is to keep people from stealing copyrighted material.
You have a picture of yourself or a friend, with a watermark on it. You remove the watermark. Now the picture looks nicer when you look at it. Why's this difficult?