Mr Bernardi confirmed his move in Australia's upper house on Tuesday, ending months of speculation.
The outspoken senator has repeatedly criticised PM Malcolm Turnbull's government for being too moderate.
Mr Bernardi's views on topics including same-sex marriage, climate change and abortion have polarised public opinion.
"This has been a very difficult decision for me," Mr Bernardi said. "Perhaps the most difficult one of my political life."
