Suppose you have an object accelerating due to a force $F$. Then, you apply the same force in opposite direction, $-F$. There is no net force, so obeying Newton's first law it will move at constant velocity. So the answer to your first question is yes.
As you guessed, you should apply an additional force to stop it. Of course, you must apply this force only until it stops.