Loss of taste is caused by loss of smell, is my understanding. That is consistent with the colds that cause significant nasal congestion causing a loss of the ability to smell and therefore taste as well.

I have read that a few of the "common cold" infections are also caused by different species of "corona virus" so this is perhaps not too surprising.