Solved :) Use the Web-based application. Each group/channel has a link corresponding to it; make an internet shortcut for it. Methods vary for different OSs.
I use Telegram often and want to create a shortcut to my desktop of some specific groups and channels.
Is there a way to do this. It just doesn't seem there is any visible option on the Desktop app.