Sayonara, Mi Amor (1970)

Miguel, an illegal Mexican immigrant, takes an interest in Yui, a Japanese immigrant, with only one problem: neither of them can speak English or each other’s language. This is a story of two people from completely different backgrounds slowly fall for one another without speaking a single word.