That's strange. If the signal was strong enough for the box to pick up the channels, then it should still be strong enough to watch them.
Do the level & quality meters both show 0?
Have you checked that your cable feed hasn't become loose somewhere? If you have a splitter in line, have you tried connecting the box straight to where the feed enters the house?