I found Docker.qcow2
uses 28G on my mac. I solve this issue using the commands below.
docker rm $(docker ps -a -q)
docker rmi $(docker images -q)
docker volume rm $(docker volume ls |awk '{print $2}')
rm -rf ~/Library/Containers/com.docker.docker/Data/*
Reference: docker/for-mac#371