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.