Hi Mandy, and welcome to the site!
Parsnip leaves do start to die down naturally at this time of year, the roots will be finishing growing and be getting ready for winter.
If you plan to harvest them gradually over winter you might want to mark where they are growing now, before the leaves disappear completely. I push a short stick in by the side so I know where to dig later.
G&R
