Ok. I figured it out myself.
It’s in the “Image Attachment Template” image.php. Just uncomment the line that says:
<h3 class=”entry-title”><?php the_title(); ?></h3>
Well. That is sad to hear. I’m pretty sure I’m not the only one with this kind of request though.
I will try and look for other themes that have the same setup…
