This is currently a known issue that we are working on at the moment.
Click the Login with Email button, then click Forgot My Password. At that point please enter your Facebook email address. We will send you a password reset link that will give you a password to use on the Android app and you can continue to use the FB button on your desktop (but use the email login on your Android).
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