Cancellation of excise invoice after removal of goods

Dear Experts,

We have raised an excise invoice wiht wrong Excise duty and cleared the goods after making proper entries in gate. However, now we realise that the correct excise rate is lower than the one we charged. Can we cacel the excise invoice at this stage? What is the correct procedure to raise a fresh invoice with lower duty. Kindly give your opinion.