Yes. Yes you can.
I've done it so that I could make my own clan. I don't really remember exact details on how to do it though
But I do know you go here: Clan Home
Look around there. There should be somewhere that says "Leave Clan" I would figure it out but I'm the clan leader so the only options I have is to disban the clan.
+Thank if I helped