Mill and his entourage were filmed 'taunting' the man in a series of sickening videos after he approached them on Friday night.
Meek told the man: “Give me 10 pushups and I’m going to give you $20 right now.
“We ain’t giving out no free money. Go ahead."
The rapper’s crew then doubled the number of push-ups - and the elderly man drops to the floor.
The video does not show if he received any money or not.
Twitter users slammed Meek’s behaviour in the since-deleted videos as “a disgrace” and “f***ing gross."
Although some people backed the rapper, arguing that the homeless man was earning the equivalent of $1,200 an hour.
dorindaletitbe wrote: "Shame on you for what you made the homeless man do for a double.
"You are in a better place than he and you should do better man."
@MeekMill Shame on you for what you made the homeless man do for a double . You are in a better place than he and you should do better man.— dorindaletitbe (@dorindaletitbe) February 27, 2017
Plotting wrote: "Meek Mill forgot where he came from, he lost me and my respect when I seen him make that homeless man do push ups for $20."@MeekMill forgot where he came from, he lost me and my respect when I seen him make that homeless man do push ups for $20 😡😡😡— Plotting🤔📀 (@YoungChencs) February 27, 2017
Mill is yet to respond to the backlash.