This is a topic that comes up again and again, so I thought I'd say a few things. First of all I must deal with statements "mathematical construct" and "Is maths reality?/maths is not reality?". These terms are used very vaguely, so rather than trying to break it down I'll explain how maths is used in theoretical physics, with examples and use it to discuss these statements.
1. Mathematical statements about physical quantitiesAn example of this kind of statement is
"momentum is a one form". In mathematics you can commonly switch between coordinates. An example is the 2-D plane where you can use Cartesian coordinates or polar coordinates:
Now various things can live on the plane, functions and vectors for example. When I switch between different coordinates vectors change in a specific manner. One-forms are objects that change in the opposite manner (in a sense).
Physics often require transformations between coordinates. An example would be moving between the coordinates of somebody on a train and somebody on the ground. When you do these transformations momentum changes like a one-form. Hence we say momentum is a one-form. In a similar sense we'd say area is a real number. When a surveyor says a field is 100.24 m^2 nobody goes "A 100.24!, what is a 100.24?, it doesn't exist. Maths only models reality!" So I'll take it that these kind of statements aren't controversial.
2. Mathematical definitions of new physical quantitiesThis would be related to your example of an electric field, which would be a vector valued function satisfying Maxwell's equations. Energy is simlarly defined and yet most people have no contentions about it. Quarks would be similar.
These are the things that often recieve the question "Are they real?".
At the end of the day it's like asking is a cereal bowl "really" a cereal bowl or just a collection of atoms. Are the words "cereal bowl" just a useful linguistic-mental tool to describe this collection of atoms and their interactions or does it reflect some deep truth about what is actually there?
I don't think that scientists don't care about philosophical issues, it's just that the "Is it real?" one is very old and doesn't really go anywhere and is applied unevenly (e.g., nobody stops to ask is velocity just mathematical construct).
Compare it to much deeper issues such as how much of our universe's physics is forced/implied by symmetry.