A horoscope is an astrological chart or diagram representing the positions of the Sun, Moon, planets, astrological aspects and sensitive angles at the time of an event, such as the moment of a person's birth.
Belief is for things that are genuinely in the unseen, such as the Day of Judgment. Predictions are experimentally falsifiable and you can evaluate them to see whether or not they have truth.
Horoscopes expectations are not authentic and it is not allowed to rely on it in any way especially when it comes to dealing with others. Horoscopes divide all human being in to twelve horoscopes depending on their date of birth. One twelfth of all human beings share one horoscope. It can never be right to claim that this one twelfth which can be hundreds of millions of people have same situation and the horoscopes claim. It is waste of time to follow and read horoscopes and it is wrong to believe in it.
as salam alaikum
if by physics it is meant the study and the observation of Allah's creation, there is no problem.
As far as palm readings and horoscopes, they have been not introduced or promoted by the Prophet and the A'imma, peace be upon them. Rather their most common way of dealing with events and phenomena was through Salat al-Istikhara and a strong reliance in Allah.
With prayers for your success.