The invoice surcharges are generated if you have chosen payment via invoice.
These transaction costs are aggregated to every new invoice and are lapsed if you pay via credit-card, PayPal or SEPA Direct Debit.
The transaction costs are indicated in the pop-up-window (Before payment is done).
Learn how to change your payment method here
Removing the invoice surcharge from an already created invoice is not possible.