The incident took place near Loni Chowk in Durgapuri area of Gokulpuri
"The wall of fire station collapsed and two persons are injured as reported by fire (brigade)," the Delhi Disaster Management Authority (DDMA) said in a text message.
The fire brigade officials said digging work was on in the area and this led to the collapse of the wall.