IIRC, they were ordered to leave all equipment including weapons behind. A lot, and I think the majority, were picked up from the beaches, after standing in water up to their chests for hours in some cases. Apart from the added weight and room in the small boats, I imagine keeping a rifle dry in those circumstances would be pretty well impossible.