For a "lesser-dependency-better" programmer like me, I would not refuse to bring in new friends who can do one thing way better than myself; but, this simple task seems totally a valid trial for my JavaScript skill, because it is relatively easy. So, I spend one hour trying, and what I got was this:

So, it is possible only with jQuery, JavaScript and Bootstrap 3.
When I press a button, my code adds a blocking modal to a table, does a ajax call, and waits 0.5 seconds, then unblocks, in order to show the spinning gif(because it can be too quick to notice). Thanks for @NaveedButt in another question, I found  https://icons8.com/preloaders/ to generate a customized gif with the theme color of my site.
Throbber modal: (gif centered horizontally and vertically)
<div id="throbber" class="modal" role="dialog" style="display:none; position:relative; opacity:0.6; background-color:white;">
    <img style="margin: 0 auto;
                position: absolute;
                top: 0; bottom: 0; left:0; right:0;
                margin: auto;
                display: block;" src="/static/images/spinning.gif" />
</div>
The button:
<div class="row">
    <div class="col-lg-12">
        <div class="pull-right">
            <button type="button" id="reload" class="btn btn-primary pull-right-button" style="width: 120px;">Reload</button>
        </div>
    </div>
</div>
JavaScript + jQuery:
function block() {
    var body = $('#panel-body');
    var w = body.css("width");
    var h = body.css("height");
    var trb = $('#throbber');
    var position = body.offset(); // top and left coord, related to document
    trb.css({
        width: w,
        height: h,
        opacity: 0.7,
        position: 'absolute',
        top:        position.top,
        left:       position.left
    });
    trb.show();
}
function unblock() {
    var trb = $('#throbber');
    trb.hide();
}
$(document).ready(function(){
    $('#reload').click(function(){
        block();
        $.ajax({
            type:       "GET",
            url:        "{% url 'scriptsList'%}",
            async:      false
        });
        setTimeout(function(){
            unblock();
        }, 500); //wait 0.5 second to see the spinning gif
    });
});