Those fields are a mathematical tool to describe what is going on in a specific way - for example making the local character of particle interactions obvious - but there is no evidence that there are actually any fields. Quite the opposite, a good reason to doubt that those fields are real is that they have Gauge redundancies, i.e. one physical state has several different mathematical representations.