I am not getting the motivation behind defining Complex plane. I mean why defining such plane helps to understand $i$? So if I want, can I replace any other number in place of $i$( suppose, I replace it by $\Phi=\frac{\sqrt{5}-1}{2})$ to study properties of some number? Will that be helpful? If yes, why?
I have searched for this question, it is not asked before here. A similar question - Why the cartesian plane is defined like so?. But that is defferent from my question.
To unpick every aspect of your question would go quite deep. What you are asking has to do with field extensions, vector spaces, lattices, integers and geometry.
If you are looking at extensions of the Real Numbers, your $\Phi$ is already a real number, and adds nothing. But $\Phi$ is not a rational number, and generates a two-dimensional extension of the rationals, the integers of which can be treated as a lattice in a two-dimensional plane. If you had chosen the root of an irreducible cubic you would get three dimensions. Studying these extensions ends up being really fruitful (see Galois Theory)
$i$ has two special properties - first it is not a Real Number, and extending to the Complex Numbers gives an algebraically closed field - no further algebraic extensions are possible. Lattices in the complex plane are studied - the algebraic integers related to $\omega$ with $\omega^2+\omega+1=0$, for example, so that $\omega^3=1$.
The second is that geometrically, if we interpret $i$ as a rotation through $90^{\circ}$, everything works out beautifully and the points on the unit circle in the plane turn out to represent rotations through arbitrary angles. Multiplication and rotation are inextricably linked.
Neither of these really gets to the heart of "understanding $i$" - except that this particular number has some remarkably good properties. Other numbers have some of those properties - and these provide fruitful avenues of study and exploration. $i$ is special because it has them all.
And if we look at analytic properties rather than simply algebraic/geometric ones we find the Cauchy-Riemann equations and their remarkable consequences.
A huge amount of mathematics could be framed as "the consequences of the existence of $i$" - what we have inherited in the complex plane is just one window into that mathematics, which has been found to be a particularly useful point of view. You will not catch all aspects at first glance. It is worth holding on for the view.
You should also hold on to your intuition that $i$ shares properties with other numbers which might have to do with two dimensions. That is itself an interesting and fruitful avenue to explore.