They still retain their positions and will be replaced only if they step down or die. If he doesn't stepped down, his staff will do much of the work as they do anyway (the staff can't vote though, but the senator can send in a vote) and democrats retain majority anyway. If he dies or steps down there will be a new election and the regular people decide that is when the democrats could lose majority.