Make up a mild but believable medical issue and say it's a doctor's appointment, then take no longer than you have to, in place of your lunch, to attend the interview. Can be repeated a few times over a few weeks if needed until either your imaginary condition or your job has been cured.
ETA: Ha, I wrote the above without even looking at your user name...