Why would many people not accept the heliocentric theory?

It means literally, "Sun centred", and it is true for our Solar System and others like it: a set of planets orbiting a star. So it IS accepted on that scale!

It is not true for the Universe as a whole, but a galaxy has some central mass holding it together, and the candidate for that is huge 'black hole'.