According to the many, many pro brexit posts on the JB thread this is not true. WTO rules they shouted, We thrived outside the EU before we shall do so again, they said.
It's funny how its getting more and more difficult to find anyone that voted for brexit these days, A couple of years ago they were all standing outside Westminster waving great big union flags around.