"Reallise" relates to 'did not call'. Because you start the sentence in the past tense, and you are talking about the same frame of time, you continue with the past tense, 'realised', but you would rephrase it:
'When you did not call, I realised that something must have happened at the very moment when you were supposed to have called.'