Old thread but I found the solution today
View > Top Icon Bar
Now on the right hand side next to the search bar, click the >> icon and click Customize Icon Bar
Then on the bottom, uncheck the option for Show search box in icon bar
You can change it back to Left Icon Bar and it wont show up again.
