I'm sure this is true in the sense that general publications use "encrypted" to mean, "There was some sort of cryptographic stuff involved and it went over my head" rather than actually encrypted. Like they do when they tell you that the passwords stolen in a breach were "encrypted with bcrypt" for example.
The key thing to pay attention to here is that unlike say, TLS, this is not a conversation. A GPS receiver is just that, a receiver passively observing the signals. You would usually "bend" GPS by relaying signals from somewhere or somewhen else, and the passive receiver concludes that it must be where the signals it is receiving seem to suggest it is.
Take an easy scenario, imagine I'm in a warehouse that has been designed as a Faraday cage. You've fit a handful of transmitters to the warehouse, and you play back a recording of GPS signals received three weeks ago in the desert outside Las Vegas.
How does my GPS receiver know (using some hypothetical "encrypted military signal") that it isn't in fact near Las Vegas three weeks ago? That's what the signals seem to suggest and there is literally no contradictory data available.