I realised that the sky is blue. A statement that at some time in the past, you had this realisation. That is, it refers to a point in the past,when you had this thought.
I have realised that the sky is blue. You, at this point in time, have already had this thought, previously. That is, it refers to now and talks of something that happened at a time before now.
.
At exactly 2PM last thrusday, I realised that ....
.
I have realised that ... and think we need to change things.