You are checking the PDF in Preview, please look it at Adobe Reader/Acrobat. Preview is not a recommended soft-proofing application.
Also, check you PDF export settings, it seems the images are being down-sampled. To know better, export the PDF with "High quality presets" and then check.
Thank you Manish. I am downloading Adobe reader and turned off the down-sampling. Hoping this will do the trick.