OK, now the cure. All I needed to do is to make a single.php file with almost the same code like index.php but instead of the <?php the_excerpt(); ?> use <?php the_content(); ?>. And voila! Everything works as it should. 🙂
No that did not helped. Even more – no link appeared when I changed functions.php.