Using the ongoing coronavirus disease 2019 (COVID-19) pandemic as a case study, this paper engages with debates on the assimilation of Asian Americans into the US mainstream. While a burgeoning scholarship holds that Asians are "entering into the dominant group" or becoming "White," the prevalent practices of othering Asians and surging anti-Asian discrimination since the pandemic outbreak present a challenge to the assimilation thesis. This paper explains how anger against China quickly expands to Asian American population more broadly. Our explanation focuses on different forms of othering practices, deep-seated stereotypes of Asians, and the role of politicians and media in activating or exacerbating anti-Asian hatred. Through this scrutiny, this paper augments the theses that Asian Americans are still treated as "forever foreigners" and race is still a prominent factor in the assimilation of Asians in the United States. This paper also sheds light on the limitations of current measures of assimilation. More broadly, the paper questions the notion of color-blindness or post-racial America.