There are, however, many illustrations and fan art depictions of Dumbledore, as well as movie stills featuring the actor who portrayed him, Richard Harris and Michael Gambon.
While you won't find actual photographs of the headmaster, you can still enjoy seeing different artistic interpretations of him!