helixx :
This is the specification of the PSU, I guess it's pretty cheap:
http://i.imgur.com/5zDD7MM.png
BTW, can someone explain me all the stuff with 12V rails and amps? I bought this quite back when I had no idea about all these stuff.
Also, what other cards of around same price can I run on this?
P.S: I have a 1920 x 1080 monitor.
The 12V rail is the rail that runs the CPU (usually) and GPU so you need to have a lot of power on it. I'm not sure this is true in your case since that CPU is old; It might not be running on the 12V rail at all (I'm not sure, I'm not that good with older hardware).
For example, your PSU has 25A on the 12V rail, so it should be able to output 12V*25A=300W.
Since that PSU only has 300W on the 12V rail it can only run low power cards (GTX 750, 750Ti, HD 7770 etc).