Yes, you can use overflow: hidden;
and it will never show a scroll bar. Note that this might also disable scrolling (even with mouse wheel) in some browsers.
You can specify overflow-x: hidden;
for horizontal or overflow-y: hidden;
for vertical scrollbars.