Membership 2 Pro Authorize.net transactions fail

The Authorize.net gateway is set to Live mode currently. At first, there was the "CIM profile" error but that was solved by configuring the plugin with correct credentials. Transactions still fail after that with following error in a transaction log of Membership 2 Pro:

E00013: Extra Options is invalid