The most likely culprit is that you are putting weight on your arms too much and thus the blood flow is being disrupted by this. Try sleeping straight if the problem persists.
The sensation of your arms "falling asleep" is caused by poor blood circulation. It is very possible that your position when you sleep is cutitng off circulation in your arms. You may be sleeping on your side on top of your arm and causing the problem.