We have been previously during the second week, around 12th, which is when the Scottish schools are on holiday however the park isn't too busy. I'd suggest avoiding England/Wales half term as reports are generally that it's very busy, as are weekends.
We're going this year earlier, Sunday, only 4 sleeps! Hoping it will be quiet!