Connect my PC speakers to DVD player without TV

I want to connect my DVD player with speakers so that I can listen to my CDs without turning on the TV. What do I need for that and is it possible to do it with my pc speakers and without connecting the yellow cable?
 
Does your DVD player have L/R audio RCA connectors? If yes, you can purchase an adaptor cable to suit your speakers, e.g. RCA to 3.5mm stereo plug.
 

Hi I've tried this ( I.e. connecting DVD player with computer speakers thru an RCA to 3.5mm stereo plug but getting no sound.
Thoughts?
 
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