The club recently parted ways with Giorgi Gvelesiani and Farshad Faraji, creating a vacancy in the defensive line.
Media reports indicate that the 29-year-old defender is expected to join the Iranian giant.
Abarghouei spent two seasons with Kheybar, during which he scored two goals in 58 appearances.