In a hypothetical phrase, say "if they had left". Observe the sequence of tenses: had left, might have caught.
The first sentence means something else: Since they left ten minutes earlier, it is possible that they caught the airplane. But it needs context to work well, and even in context the substitution of "if" for "since" is very casual.
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