@Mehrad Negative data are definitely not valid data and should be discarded. They can also be an indication of other issues in that specific dataset.
Usually data acquired by monitoring stations run by public institutions go through validation processes which should rule out those kind of errors. Often time series are provided with a flag stating if the single data point is validated or not. I guess unfortunately this is not the case.