Can't I receive any kind of funds to complete my P.hD?. I have completed M.Sc from Nepal and topped the University in two subjects (Algebra & Hydrodynamics)

Its very hard to get funding from a UK based funding body. Try to get something from your government. Alternatively, try for a PhD in Germany which offers free education in some universities.