Solution :

• :set
• In this list of options find the entry with the default DDG and change it
• :save

The reason I had trouble starting to find the solution is because qutebrowser is not using a configuration file by default (from version 1.0 or something onward) and I got lost in the qutebrowser help which has countless entries. Thanks to the Arch Linux wiki I figured out more.