Salary mainly. You may keep the job if you're tenured but without the grants, you may not get much in the way of salary. Also, your grad students, postdocs, and resources (lab equipment, computing time, etc) are being paid through grant money so without it you don't have a lab group. Finally, without funding, your department and/or the university can make life exceedingly difficult. Extra teaching, more admin tasks, etc.