I have never succeeded in growing blemish free celery. I have tried removing the diseased leaves, I have tried spraying, I have tried ignoring. Prof Walker talks of sowing seed that has been soaked in thiram suspension.

It sounds to me like humidy is affecting your plants. Grow your celery where there is more air circulation and you should see improvement.