I believe the others are misunderstanding your need to remove it from invoices, not statements.

Open up the invoice -> Click on Customize towards the bottom center -> Edit Current -> Click on the center Edit Pencil -> On top top left there is an Account Summary section, Uncheck Show on Invoice.  This will work for all invoices that use that template. If you want it for just this customer save the template as a new template.