The 18-year-old is one of the most highly rated young talents at the Gunners.
There was hope he would gain some experience this season with Portsmouth.
However, football.london says Arsenal are due to recall the midfielder due to a lack of playing time.
Azeez played 59 minutes in the 2-1 loss to Cambridge United in September but hasn't featured since.
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