It has been 60 years since M. Schmidt published in Nature that the quasar 3C273 has a spectral line with a redshift of 0.158. In the astrophysics community, the mainstream academic view on the nature of quasar phenomena has been formed: That is, quasars belong to a class of active galactic nucleus (AGN), and various strange phenomena of quasars are driven by supermassive black holes (SMBH) and their physical processes at the center of the AGN. However, according to the existing research articles can be found, this completely based on the existing theoretical framework of black hole model and the relativistic beaming model (RBM) theory, which are although after 40 to 50 years of hard work, but in explanation of quasar abnormal phenomenon, still did not get convincing substantive progress. There are signs that the research direction of quasars may be existing problem when some key issues are ignored. More than a decade ago, during the NASA/Stanford Gravity Probe B (GP-B) collaboration on the positioning of Celestial Reference Frames (CRF), Unexpected discovery of quasar 3C454.3 (z=0.859) core component displacement speed close to the speed of light! In the astronomical observation of quasars, the static property of the core component is used as the measurement basis and benchmark of other visible motion components. According to our current knowledge system, we can not give a reasonable explanation. This result may indicate that the cosmological significance of the quasar redshift distance and the explanation for the stationary of the quasar nucleus do not seem to be properly understood. More importantly, under the current theoretical framework, the various anomalies of quasars cannot be correlated with each other as a whole. It is a reasonable and logical choice to try to find a simple theory to explain the singularity of quasars with a new physical perspective. Just like "giving up the proof of Euclidean fifth postulate, but ushered in the discovery of non-Euclidean geometry", just based on the real existence of quasar faster-than-light motion phenomenon, we can construct the overall correlation of quasar anomalies and its self-consistent theoretical framework, and agree with the main observations of quasars.