He came from a humble background but worked very hard.
Tips
usage
Three distinct senses unified by the idea of 'low + slight': social status (出身低微 'humble origins'), money (收入低微 'meager income'), volume (声音低微 'faint voice'). Slightly literary/written; everyday speech prefers simpler words like 低 or 小.