The 28-year-old player most recently played for Saudi Arabian club Al-Jabalain.
Masoud Juma has been a member of Kenya national football team since 2017.
Kyrgyzstan striker Joel Kojo had also been linked with the Iranian team.
Esteghlal, headed by Pitso Mosimane, sits 10th in the Iran league’s 16-team table.