Go to Preferences and choose Look & Feel
click Change icon theme
from the list choose Papirus
Install dependencies:
Run the following commands as normal user:
git clone https://github.com/PapirusDevelopmentTeam/papirus-calibre-theme.git
cd papirus-calibre-theme
make build
make install
Start Calibre and enjoy.