Each time you access a file through your web browser, the browser caches (i.e. stores) it. In this way, the files (including any images on the page) do not have to be newly retrieved from the remote web site each time you click the Back or Forward buttons.
If you want to remove all traces of the websites you have browsed, you have to clear your browser’s cache.