I'd agree with what has already been posted - a sudden drop in temperature or wet / damp weather (ie. what we've had all so-called summer !) can kill off chicks right up to the fledgling stage.
Sadly, it would appear that these were probably the strongest of the brood, since the parents will usually have removed from the nest any unhatched eggs, dead hatchlings, and the bodies of any weaker chicks that die along the way.
In this case, the parents left the nest without removing the bodies, suggesting they had no surviving brood to "keep the nest clean for".
Despite this being an exceptional year weather-wise - as Picks says, it is what most birds do - lay many eggs as an 'insurance policy' - or have multiple egg laying sessions, as a cold snap in early summer can kill off an entire brood, many species are quite adept abandoning the first nesting attempt and trying again in the same season.
It's sad, but it's nature.