"Configure Block" region highlight missing in Drupal 7
Make sure you have the Contextual Links module enabled.
If you're overriding the default block template in your theme, make sure you're printing the $title_prefix and $title_suffix vars; I forget which one, but one of those contains the markup for the contextual links javascript.