In that sentence it means exactly at 8 o'clock he left the house. Is there any part of the sentence before the word at ? Let's say the sentence were: At 8:00 o'clock yesterday he had left the house to go shopping.
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.