PayPal Express Payment Declined; Invoice marked as paid

Twice now I’ve had someone pay an invoice using PayPal ( I have the PayPal Express module setup and it works) and the payment gets declined by paypal but the invoice in invoiceplane gets marked as paid. I get no notification about the failed payment or anything.

One, luckily the client told me, the other I had to follow up with. Any Ideas?