Need help to remove background whispers

Hi, I have recently found a song on YouTube and liked it a lot, but the problem is that its recorded from the old movie Taboo 3 ( There is no clean version of that song in internet) and has love-sounding whispers along the song, so I downloaded its mp3 and installed audacity from the exe installer hoping to remove that annoying voice and remain normal song but Im totally newbie in this thing and cant do it. Here is the link to that track: So, is there a way to remove those sounds and get normal song?

Windows 7 32-SP1

Short answer: No.