Until someone more knowledgable can answer: It’s probably because ATP (short-term energy source) gets depleted and lactic acid builds up (when it’s anaerobic exercise).
IIRC for some reason there is also a neurological component where your nervous system get “exhausted” for reasons which are not fully understood.
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