Why is Membership Authorize.net gateway return with error "false"

Running the previously recommended Beta version of Membership, when enabling the Authorize.net payment gateway, entering in the right Login ID / Key credentials, and going through to test it, the result after submitting is "FALSE"

Any ideas why is this happening?