Shabudin Yahaya from the ruling Barisan Nasional coalition said marriage could help victims "lead a better life".
Malaysia, a Muslim-majority country, has just passed a new law on sexual offences against children.
Despite opposition efforts, the law does not ban child marriages.
It remains legal for Muslims under 16 to get married in Malaysia under certain circumstances.
'Remedy to social problems'