Rewards

A reward is a pleasurable or satisfying event or experience that follows the completion of a task. The attainment of reward is reinforcement for the preceding action in conditioning paradigms. The rat receives a food pellet as a reward for pressing the bar and this serves as a reinforcement for its actions.

From this one can see that the two terms are not completely synonymous.