Soulja Boy Kidnapping Case Rejected

Soulja Boy won't be charged for allegedly kidnapping a woman and tying her to a chair in his garage ... because prosecutors have rejected the case.  The Ventura County District Attorney tells TMZ ... they're declining to file charges against…