Combine oil, vinegar, water, sugar and salt in saucepan. Bring to boil and simmer 3 minutes.
Remove from heat.
Add celery seed and thyme.
Drain tinned ingredients and combine with celery, pepper, and onion in a large boil.
Add dressing and marinate overnight in a covered bowl in refrigerator.