Thanks Ron, I actually finally figured it out…
I have an SSL certificate installed and I was trying to login using http and not https. After sending the password email, the login screen would automatically reload to https and thus allow me to sign in with no further action. So, I just changed my bookmark from http to https and now I am able to log in the first time.
Hope this helps someone else!