Silicon Nano materials

The short answer is that the main reason is a change in dimension(from classical to quantum) and size effects(structural changes, crystal symmetry changes). You can look at allotropes of carbon (fullerene, graphene, nanotubes, etc.) which have very different physical features between them and even between bulk. More details can be found in following article 1.