Mushroomy taste in tea can come from medicinal mushroom teas, such as reishi or chaga tea. These teas are made from the fruiting body of the mushroom and can have a distinct earthy and woody flavor profile that some people describe as mushroomy. The taste can be bitter and slightly astringent, with hints of umami and a savory note.