How to run jQuery fadeIn() and slideDown() simultaneously?

Use animate() instead of fadeIn():

$(this)
  .css('opacity', 0)
  .slideDown('slow')
  .animate(
    { opacity: 1 },
    { queue: false, duration: 'slow' }
  );