"The dose determines the poison."
Oxalic is toxic, it can actually kill, but despite this there's no need to panic as small quantities aren't harmful. It's just like with cyanide, where a little doesn't harm you. Literally. That characteristic marzipan flavour when you bite into an apple seed...