Found the answer sitting in the Devise Github wiki,
Reading that helps. 😉
config.to_prepare do
Devise::Mailer.layout "simple" # simple.haml or simple.erb
Devise::Mailer.helper :mailer
end
Here is the reference of the wiki page: How To: Create custom layouts