Business Partner Tax Code

Whenever I enter A/P invoice transaction for one particular business partner, the 'NO-TAX' populated the tax code column. I have to manually change it to 'HSTBC' every single time. Is there any settings under business partner master data that I can permanently set the tax code for that particular BP to the correct one accordingly?

Thanks.