What if you want to take back a LinkedIn connection request, perhaps from a careless click or you are just having second thoughts about the relationship. In the top toolbar, click the “Envelope” icon. Then click on “Sent” on the left side. Find your “Join my network on LinkedIn” message, click on the headline. Now click the “Withdraw” button.