Yes, the bumper needs to be cleaned before painting. The reason for this is that you may want the work to be of the highest quality possible and therefore you should not rush to paint the plastic bumper.  So, first of all, take clothes and continue cleaning the bumper. Make sure the surface is not dirty and also don't forget to remove the fog, moisture, and mould.