Biggest factor will be the types of videos you are wanting to edit. Back when I had my 2009 Mini, which is similar on the processor side, more ram, but slower disc. I'd edit some HD video from my miniDV.
It won't be ideal but it's certainly doable. People have been editing movies for over a decade, and most used slower hardware.
I think as computers progress we become much less tolerant to any delays.