Fever can cause our mouth to taste bitter due to the release of inflammatory mediators that stimulate taste receptors. The bitter taste receptors in our mouth respond to these mediators by sending a signal to the brain, which interprets it as a bitter taste. Some people also experience a metallic taste or a loss of taste during a fever.