The 43-year-old is reportedly refusing to see his wife Kim Kardashian West at the moment amid an ongoing bipolar episode.
He sparked concern after he shared several worrying tweets containing allegations against his family, including the claim that his wife tried to “lock me up” and that he has been seeking a divorce.
In response, Kardashian West said she was “powerless” and reminded fans her husband suffered from bipolar disorder.
On Friday, West revealed pop star Bieber was the latest visitor to his Yeezy Campus in Wyoming, and posted a picture of the Canadian deep in conversation with music executive Damon Dash.
West captioned the post: “DD & JB discussing the new spray foam wall prototypes on the YZY campus.”
Bieber, 26, was wearing a lime green hoodie for the visit and was pictured relaxing in a chair while speaking with Dash.
He has been on a road trip with wife Hailey, 23, and shared snaps of the journey on Instagram.
Friday had been scheduled as the release date for West’s latest album, Donda: With Child, but there was no sign of it on streaming platforms.
The 43-year-old is yet to provide an official update on the album. He has endured a chaotic week since appearing in South Carolina on Sunday, in his first event since declaring himself a presidential candidate.
One of the ideas he floated was giving struggling mothers one million dollars in order to discourage abortions. He also said he and his wife considered terminating their first pregnancy.
West followed up the headline-grabbing appearance with several Twitter storms, in which he criticised his mother-in-law Kris Jenner and said he wanted to divorce Kardashian West, the mother of his four children.