Just a wild guess. I assume you have already tried just closing the edit multiple tasks panel there.
If yes, have you installed the GreaseMonkey script 'ToodleDo Multi-Edit Tasks'? That causes this annoying problem of opening it each time you open the search. I just changed the script to not to do that.