Altium : Default Visible Parameters in Sch library
Go To: DXP -> Preferences -> Data Management -> Suppliers.

Scroll down to the 'Parameter Import Options'

Scroll down within this field till you find the entry for 'Supplier Part Number'

Unselect the visible column for this parameter.