Part 1: First of all, I wish to discuss my idea of electromagnetic fields. I have it this way that fields are simply Mathematical tools developed for analyzing the (forces and energy) associated with a system. I consider it would have been perfectly fine (but extremely difficult) if we had described the system directly using forces instead of fields (Probably we would have then be required to additionally define the idea of potential momentum accounting for the momentum in the field). If there is something wrong or missing here, please correct me.
The main question is below;
Consider an electromagnetic wave with a frequency in the visible region. This is what we call light. However, light does appear in different colors, making them a real physical thing!
So, are electromagnetic fields actually physical, as we clearly have a physically observable property of color attributed to them?
If yes, then I wish to know the flaw in my understanding of fields (which were just mathematical tools for me).
Or, in case the answer is no then I would like to know what is the thing which is giving color to this electromagnetic wave?