Is there any specific site through which a domain which in use can be bought.

I am interested in buying a domain but it was registered to someone and now I am thinking of buying it from them. Any suggestions will be helpful.

You are best off contacting the domain owner directly. You should be able to find his contact information if you perform a whois on the site. You could use www.who.is