Shashank - to me this sounds more like a problem with salt contamination or similar in your sample. Please could you explain your sample prep protocol, including any cleanup and the components you are using in your IEF buffer?
I would therefore suggest that you run a good acetone precipitation/wash step. Serum proteins should be relatively soluble therefore it is likely that you will be able to get away with a urea based IEF buffer without the need to add thiourea.
In the past we have had problems with thiourea - even though it was a high quality reagent there appeared to be a 'factor' which caused the same sort of problems you suggest. We got past this using cation exchange beads to treat all buffers, but is a pain in the butt. I would therefore suggest that you use as simple a buffer as possible for IEF. Please note, don't over do your ampholytes either - too much of them in the mix can be a problem.