Just about any hardware or home improvement store; heck, maybe even some auto parts stores.
Just make sure it's 100% silicone, without any anti-mold chemicals in there. Anything that says "Anti-####", or "####-Resistant" will most likely have extra chemicals in there.
I use a tube of GE brand...