The child was taken under safeguarding measures from the address in Station Street West, Foleshill.
A 29-year-old man and a 31-year-old woman were arrested on suspicion of wilful neglect of a person under 16.
Both were bailed after the incident, which happened at about 21:00 GMT on Friday.
A man and a woman have been arrested on suspicion of child neglect after a disturbance at a house in Coventry, police have said.