You can stop a payment from being charged anytime before it is charged and in the processing state. Click the dropdown arrow next to the payment and select stop payment, then confirm. Your payment should now have a yellow stopped badge next to it. It will not be billed until you resume the payment. You can resume the payment using the same steps.
Note: processing and paid payments cannot be stopped.