It is because rats are very gregarious and they mate throughout the year. They live in very large groups and those groups have many males present which are able to mate with females whenever the females want. And although they do fight for dominance, the dominant males are not able to have exclusive control over the females.
So it became evolutionarily beneficial to be able to produce a ridiculous amount of sperm at a time. That way you out-compete the other males inside the impregnated females. And they did that by developing very large testicles.
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