wget -r -np -nH -R index.html http://filestodownload/
where
-r is for recursive retrieving.
-np is for no-parent option where wget won't get the parent directory when retrieving recursively.
-nH equals to no host directories where generation of host-prefixed directories will be disabled.
-R is to omit index.html.