Let me repeat my last in greater detail. I have shown a charged plate as [] with appropriate signs wherever necessary:-
Consider just one plate the thickness of which is finite (i.e.) more than just atomic thickness, so that you have to consider the charges being spread across the surface in the form of two atomic thickness sheets, one left and the other right. We are of course assuming that the area of the plate is very large so as to avoid fringe effect issues.
Let the plate be charged Q Coulombs. The charge density on each side would be Q/A. The electrical field on each side of an infinitesimally thin sheet of charges is given by
Q/(2 x A x epsilon)
We can easily calculate the electric field on either side. This can be easily computed from the fact that each sheet of charge, by itself will create a uniform electric field on either side with a strength of Q/(2 x A x epsilon) directed perpendicularly away from the sheet. Inside the conductor itself, the field due to the two sheets, right and left, cancel each other out to give zero field strength as is to be expected inside a conductor. On the left and right sides of the plate, the fields due to the two sheets reinforce each other to give Q/(A x epsilon) on either side.
Q/( A x epsilon) <-
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+[]+
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-> Q/( A x epsilon)
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Suppose we introduce a second identical plate located very far away but charged to -Q coulombs. The Electrical Field created by it will also be Q/A x epsilon, but now directed into the plates, i.e. inwards.
Q/( A x epsilon) ->
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-[]-
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<- Q/( A x epsilon)
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As the two plates are brought closer to each other, the positive and negative charges on the inner surfaces facing each other start attracting each other. Charges from the outer surfaces start pouring onto the inner plates, until when the plates are very close to one another, and charges remain only on the inner surfaces. The outer surfaces become devoid of charges.The surface charge density of course becomes Q/A and -Q/A respectively on the inner surfaces of the plates.
Let us consider the Electrical Fields at 5 places A,B,C,D and E as shown above.
A: Q/(2 x A x epsilon)-Q/(2 x A x epsilon) =0
B: Q/(2 x A x epsilon)-Q/(2 x A x epsilon) =0
C: Q/(2 x A x epsilon)- (-Q)/(2 x A x epsilon) = Q/( A x epsilon)
D: Q/(2 x A x epsilon)-Q/(2 x A x epsilon) =0
E: Q/(2 x A x epsilon)-Q/(2 x A x epsilon) =0
There will be zero field outside the two plates. The field inside the conductors has to be zero. The field in between the two plates is just the sum of the fields due to the inner surfaces, which also turns out to be equal to Q/( A x epsilon), directed from positive plate to negative plate.
The contention that the charge between two plates should remain same if one of the plates is removed is correct as long as you take into account the direction (in case of a negatively charged plate)