How to remove watermarks from pictures

Has it ever happened to you that you get some pictures and they come with watermarks that you can't remove? For example, the other day, looking for houses to rent and to buy, I came across a site whose photos had watermarks and it was impossible to see the content properly. Well, I came across [...]