I was caught off guarded this time and I manage to find out that the Alsamixer ' Front ' volume was at the lowest volume. This can be seen as shown below.
So, what I did is to just increase the ' Front ' volume on the Alsamixer GUI to maximum and everything is back to normal as shown below.