Hi
I'm in Canada and so was my brother in law.
You had your chance, as other have been warned in the past, if you don't attend the interview, the decision will be made with the information on file, and as you found out, that usually results in a refusal. You only appeal is for leave to the Federal Court, you have 60 days to appeal and there must have been an error in law for you to succeed.
PMM