Problem is that I cannot install required dependencies. Some are already present like gcc, make but I need to install curl-devel.
Is it possible to not build it from source and instead download a pre-built binary?
You can download the binaries from here (assuming you haven't tried it already):
https://bitcointalk.org/index.php?topic=55038.msg654850#msg654850Those have worked on a number of Ubuntu and Debian based machines here.