Patent existence is exactly to prevent others from using it. Nothing justifies patent violations under any circumstances.
Yes, COVID-19 is bad but cancers and other diseases are not any better. Why just kill all patents and life happily after using other people properties? It is alway easy to justify social justice but it is always detrimental to humanity.