Booker, D-New Jersey, announced his plans on Twitter, but he did not layout a timeline for the proposal.
The Capitol building’s National Statuary Hall Collection features at least a dozen monuments that honor Confederate soldiers and politicians, according to records maintained by the Architect of the Capitol.
Members of the Congressional Black Caucus have also called for the monuments to be removed from the Capitol.
“We will never solve America's race problem if we continue to honor traitors who fought against the United States in order to keep African Americans in chains. By the way, thank god, they lost," CBC Chairman Rep. Cedric Richmond, D-Louisiana, told ABC News in a statement on Monday.
Four Confederate-era monuments were removed late Tuesday night and early Wednesday in Baltimore, Maryland, and the governors of Virginia and North Carolina requested the removal of Confederate monuments in their states this week.
President Donald Trump, however, has pushed back against the initiatives to remove the memorials, saying the removal of such monuments is "changing history."
“This week it's Robert E. Lee. I noticed that Stonewall Jackson is coming down. I wonder is it George Washington next week and is it Thomas Jefferson the week after? You know, you really do have to ask yourself, where does it stop?” Trump said in a press conference on Tuesday.