Correction: most Android phones aren't transparent. But you can get a Google Experience phone (HTC One or Galaxy S4) or a Nexus device (4, 7, 10) and install a 3rd party ROM free of any closed-source software. This is also often possible with other, non-GE/Nexus phones.
Hardware backdoors are a separate issue.