I really like this conspiracy theory, but I think that it doesn't quite hold up. I mean, didn't we leave a mirror on the moon to perform tests with from the earth?

Personally, I haven't seen the mirror with my own eyes, so you can always argue that. But if one really wanted to verify it, one should get access to a telescope to attempt to see this mirror.

Nevertheless, it makes a cool t-shirt