Police say they were called to the Spadina Avenue and Adelaide Street West area around 3 a.m. on Sunday.
Two men were taken to hospital with non-life-threatening injuries. Both are in their 30s.
Police say the two people who were arrested are also in their 30s.
There is no immediate word on the charges.