I am not the one who so easily forgets the past insults.
'Forgets' is correct, Abusaad. 'The' is grammatically correct, but seems strangely objective for such an emotional statement. The first 'the' is also somewhat unexpected. I would write:
I am not one who so easily forgets past insults.