There's evidence that dinosaurs existed in a higher oxygen environment, allowing their large bodies to exist.

There are claims that a large space object impacted our planet long ago.

Many religions record a great flood event in prehistory.

So. I suggest that a great hydrogen comet impacted earth. This event created mass quantities of water and soot, resulting in mass excitinction caused by mass flooding and oxygen drop.