I’ve seen plenty of instances of people being treated unfairly and unjustly due to religious astrology beliefs. Especially women (of Indian descent, also Chinese but my experience is more limited there).
One of the weirdest far-right slurs I've seen flung at Muslims is "Moon Worshiper". Like, someone on AM Radio must have gone on a serious tear, because it comes up in reactionary church sermons and Facebook posts and the occasional Congressional exchange.
Something about having even a casual association with extraterrestrial bodies really sets Christian Conservatives off.
It is legit frustrating to see "my superstition never hurt anyone" in the minority very quickly become "we're rounding up all the non-believers" as soon as that same group get an ounce of power.
FFS, waves hand at Israel. Also, the Mormons, the Scientologists, Jonestown...
Sorry to go all Godwin's law, but astrology can and has been used as a tool of oppression. Nazi Germany had a state-sponsored astrologer, Karl Ernst Krafft, appointed by Deputy Führer Rudolf Hess and Chief Propagandist Joseph Goebbels. Krafft was employed to write astrological propaganda that justified anti-semitism on the basis of celestial events. He was also tasked with using astrological observations to predict threats to the Führer Adolf Hitler and offer military advice.
Ultimately, it's not the stars and Moon that do the oppression, just whoever is in charge of divining their meaning, which is also pretty much how religious oppression works.
One could argue that they lift people up, since there's a slight canceling of the effect of Earth's gravity when they're over head. Conversely, the opposite is true when they're on the other side of the planet.