If they arrest me for failing to show for jury duty, can I demand a jury trial?
No. Failure to appear is considered contempt. There is no right to trial by jury for contempt charges.
I doubt you can, but if you could are you sure you would like a jury of people who performed the duty you are on trial for ignoring?