Apparently it's because of the messed up "responsiveness" with media queries:

  @media (min-width:1920px) {
      .responsive-width {
          width: 1920px;
      }
  }

Those are defined for multiple common screen widths, without taking the scroll width into account, so at those points the horizontal scrollbar appears.