Edit This no longer works if you have a store-installed distribution of WSL.
To add to Tmu's answer, here's a Powershell script (gist) that automates the process (including automatically detecting the current default username)
# Resets the password for the default LXSS / WSL bash user$lxssUsername = (Get-ItemProperty HKCU:\SOFTWARE\Microsoft\Windows\CurrentVersion\Lxss).DefaultUsernamelxrun /setdefaultuser rootbash -c "passwd $lxssUsername"lxrun /setdefaultuser $lxssUsername