Alright, after some more hit and trial iI was able to install the RPM. Here are the steps iI took.
DownloadedI downloaded the depdenciesdependencies for the main RPM, on installing the RPM's iRPMs I was prompted to download a few more packages, downloaded those too and went till there were nothing in the to be downloaded section.
PutI put all the packages in one directory and did a yum localinstall *.rpm.