Thank you very much to both of you for quick response and willingness to help. The issue got fixed. In admin pane, edit tab, I clicked on 'Publish', 'Cache the album', 'Refresh image metadata' and 'Reset hitcounters'. After that the albums appeared in the gallery page. My guess publishing or caching did the magic or maybe both.