Rhodes Scholarships: 12,000 applications, 99.3% rejected
National Science Foundation: 11,447 applications, 82.7% rejected
National Institutes of Health: 55,038 applications, 79% rejected
Nonprofit grants: too many to count, but one professional grant writer estimates 90% get rejected
Here is more from Adam Mastroianni. Via Anecdotal.