Disclosed is a hybrid capsule containing an oil core having an active material such as a fragrance, and a capsule wall encapsulating the oil core. The hybrid capsule has a particle size of 0.1 to 1000 microns. The capsule wall is formed of a first polymer and a second polymer, in which the ratio between the first polymer and the second polymer is 1:10 to 10:1. The first polymer is a sol-gel polymer, and the second polymer is polyacrylate, polyacrylamide, poly(acrylate-co-acrylamide), polyurea, polyurethane, starch, gelatin and gum Arabic, poly(melamine-formaldehyde), poly(urea-formaldehyde), or a combination thereof. Also disclosed are a method of preparing the hybrid capsule and a consumer product containing the hybrid capsule.