We report on the magnetocrystalline anisotropy energy (MAE) and spin reorientation in the antiferromagnetic (AFM) state of the spin S = 1/2 tetramer system SeCuO 3 observed by torque magnetometry measurements in magnetic fields H < 5 T and simulated using density functional calculations. We employ a simple phenomenological model of spin reorientation in finite magnetic field to describe our experimental torque data. Our results strongly support a collinear magnetic structure in zero field with a possibility of only very weak canting. Torque measurements also indicate that, contrary to what is expected for an uniaxial antiferromagnet, only fraction of the spins exhibit a spin-flop transition in SeCuO 3 , allowing us to conclude that the AFM state of this system is unconventional and contains two decoupled subsystems. Our results demonstrate that the AFM state in SeCuO 3 is composed of a subsystem of AFM dimers, forming singlets, immersed in a long-range ordered AFM state, both states coexisting at the atomic scale. Furthermore, we show using ab-initio approach that both subsystems contribute differently to the MAE, corroborating the existence of decoupled subnetworks in SeCuO 3 . The present combination of torque magnetometry, phenomenological and density functional theory approach to magnetic anisotropy represents a unique and original way to study site-specific reorientation phenomena in quantum magnets.