Yes, it's an ordinary rechargeable battery, and you can get a replacement almost anywhere that sells batteries. But 600mA is rather a small current capacity - get something with a higher rating.
One problem with such lights is that the battery connections become tarnished and make poor contact. It might be worthwhile to clean them thoroughly and see if the batteries themselves are still OK. I have to do this once a year with mine.