How to get a KNN model (using quantiles to scale variables due to non-normal distributed data) to be better suited for non-extreme values in the data?

Question

I want to cluster my data via k-means/modes. As the variables in my data are not normal distributed, I am not using the z-transformation to scale my data. I am scaling my data b