I found that the following command does not update to the latest. I got stuck at 4.3.x while the newest was 4.5.0.
conda update -n root conda
Once I do the following, I can get rid of the problem.
conda config --set channel_priority false
However, I am unsure what will be the side effect of this. See here for detail.