On Wednesday, West spoke out on the subject, writing on Twitter that "you don't have to agree with trump but the mob can't make me not love him."
"We are both dragon energy," West wrote.
"He is my brother. I love everyone. I don't agree with everything anyone does. That's what makes us individuals. And we have the right to independent thought."
In a later tweet, West explained that his wife, Kim Kardashian, had suggested that he "make this clear to everyone".
"I don't agree with everything Trump does. I don't agree 100% with anyone but myself," West said in the tweet.
Asked about West at Wednesday's daily briefing, White House press secretary Sarah Huckabee Sanders told reporters that she wasn't aware of any conversations between West and the president since their Trump Tower meeting.
"I don't know of any conversation they've had over the past week or so," she said.
West has also raised eyebrows in recent days for praising Candace Owens, an African-American pro-Trump activist who has almost 200,000 subscribers on YouTube.
"I love the way Candace Owens thinks," West said in a Saturday tweet.
Owens has appeared on Infowars and Fox News Channel to promote her view that media outlets have brainwashed black people to vote for Democrats.