The purpose of the tax penalty is for the taxpayers to take reasonable care while paying tax. There are conditions under which we can apply the amount of penalty.
In case if you do not agree to the penalty imposed on you then you can ask to remit it.
According to the individual circumstances, there is discretion to reduce the penalty.