Can we start clan war league without our clan leader? He has stopped playing the game.
You can! From the wiki page on Clan Wars:
Leaders and co-leaders can take their clan to war by opening the clan war screen and pressing the “Start War” button.
As long as your clan has an active co-leader, you can still participate in clan wars.