Looking at
this page, it seems it's actually quite the opposite of what you've heard. I haven't read all of the States' laws, but it looks as though most of them actually have provisions to
help land owners (in one way or another) with rainwater collection, mainly through tax credits or whatever. Seems it's not only legal in most States, but also encouraged.