I am giving the answer of the own question because @barretta has also got the same problem.
It was unable to change the site theme from General tab of Admin because I have install the Theme Switcher Plugin. So In the Theme Switcher Plugin option there is a option to select the default theme, Change the theme which you like.
It works for me.