I have attached two screenshots to my problem. Basically on resizing the Game view window the camera size also gets resized and the objects get moved when pressing play. How do I solve this?
On your game view, you are in "Free Aspect" mode, which does exactly the behaviour you don't want.
You can use your standalone resolution, or define custom ones.