In a batch reactor, the concentration of reactants decreases over time as the reaction proceeds. Since the reaction rate depends on the concentration of reactants, it will decrease as the concentration of reactants decreases. Therefore, the reaction rate decreases with time, and the correct answer is: \[ \boxed{(B) \, \text{Decreases with time}} \]