For everyone with a new account (and not over the hourly threshold) and still getting this problem, Mandrill can sometimes wrongly think your account is sending suspicious activity.
To check if this is the case go to the mandrill dashboard and in the bottom left click support. There should be an alert informing you to complete an account review.