By Sandra Gonzalez, CNN

(CNN) -- "Empire" actor Jussie Smollett was attacked in the early morning hours on Tuesday in what Chicago police are calling a possible hate crime.

Smollett was attacked by two people "yelling out racial and homophobic slurs" and "poured an unknown chemical substance on the victim," police said.

According to police, one of Smollett's alleged attackers also put a rope around his neck. Both fled the scene.

Smollett took himself to Northwestern Hospital and "is in good condition," police told CNN.

Later Tuesday, CNN's Don Lemon spoke to Smollett and a mutual friend who was at the hospital with the actor. Smollett confirmed the incident took place.

He was shaken and angry that an attack like this could happen. Smollett told CNN he fought back at the attackers.

"Given the severity of the allegations, we are taking this investigation very seriously and treating it as a possible hate crime," the police statement said.

Smollett has starred on Fox's "Empire" since 2015. He plays Jamal, a successful singer in the musical Lyon family. Like his character, Smollett identifies as gay.

"We are deeply saddened and outraged to learn that a member of our 'Empire' family, Jussie Smollett, was viciously attacked last night," a representative of 20th Century Fox Television and Fox Entertainment said in a statement to CNN. "We send our love to Jussie, who is resilient and strong, and we will work with law enforcement to bring these perpetrators to justice. The entire studio, network and production stands united in the face of any despicable act of violence and hate -- and especially against one of our own."

A representative for GLAAD told CNN the organization has reached out Smollett to offer assistance and support.

"Jussie is a true champion for LGBTQ people and is beloved by the community and allies around the world," a GLAAD spokesperson said in a statement.

Anyone with information is asked to call Area Central Detectives at 312-747-8382.