Dempsey has been married twice. The first was in 1987, when he married actress Rochelle 'Rocky' Parker, who as his manager and mother of his best friend; he was 21 and she was 48. Parker appeared with him in the movie In the Mood. The couple however got divorced in 1994 and sadly she died on 19th April 2014 in Los Angeles, California.
On 31st July 1999, Dempsey married makeup artist and hairstylist Jillian Fink. They now have three children together; Tallulah Fyfe, born in February 2002 and twins Sullivan Patrick and Darby Galen both born on February 1st 2007.
On 23rd January 2015, it was announced that Dempsey was going through his second divorce. According to Michael Miller of People Magazine he was in Daytona Beach, Florida for a 24 hour racing event when his wife filed for divorce. The following joint statement was released;
"It is with careful consideration and mutual respect that we have decided to end our marriage. Our primary concern remains the wellbeing of our children, and we ask with profound gratitude that you respect our family's privacy at this very sensitive time." (IMDB)
The pair then reconciled over a year later in November 2016 and called off their divorce.
Happy Wedding Anniversary Patrick and Jillian!
Source: Wikipedia and IMDB