Add formatted date to invoice

Hi again folks,

I'm attempting to pull in a date into an invoice and have it formatted to what I need. Currently I'm trying the below in a formula field however it's not displaying anything. What am I missing?! Thanks!

{format('Gigs.Event Date', DD - MM - YY)}