In your admin area, select;
Catalog / Attributes / Manage Attributes
‘tax_class_id Tax Class’
and click on it to edit its features....
At the bottom under ‘frontend properties’ you will see:
Use in quick search
Use in advanced search
Enable or disable as you see fit