The 48-year-old actor has spent a large part of 2012 on film sets far away from the Australian home he shares with his wife Danielle Spencer and their two young sons, Charles and Tennyson, reported Contactmusic.
"Starting on another film set tomorrow. I need to go home and be with my children. Cannot believe how stressed up my schedule has become this year.
"As soon as I finish this job and can get home, my priority is to try to bring my family back together. These latest reports are false and cruel," he posted on Twitter.
Earlier this week, there were reports that Crowe had moved on from his troubled marriage and landed into the arms of TV chef Lee. Lee and rocker Joel divorced in 2009 after five years of marriage.