Police have warned they will conduct weapon searches and won't tolerate illegal hate speech at a rally by anti-Islamic protesters in Melbourne's west on Sunday.

Groups such as United Patriots Front will protest in Hannah Watts Park against a development reportedly known as Iqra Village being built over 75 lots off Coburns Road in Melton South.

Protesters claim it is a Muslim housing estate, although Melton council has denied any such a faith-based development.

Kim Vuga, who appeared on SBS's Go Back to Where You Came From and founded the Love Australia or Leave political party, will be a guest speaker.

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