And blowing it up won't necessarily get you a kiloton scale explosion. As I understand it, the explosion tends to interfere with it self - you blow up most of the bomb first, so to speak. According to this source, about 4.5 tons (.0045 kt) is the largest ever conventional explosion.
"Largest Conventional Explosion
The largest single conventional explosive detonation was for the demolition of the German fortifications at Helgoland on April 18, 1947. A charge of 4061 tonnes (8,952,961 lb) was detonated by Commissioned Gunner E.C. Jellis of the Royal Navy demolition team headed by Lt. F.T. Woosnam aboard HMS Lasso lying 14.5 km. (nine miles) out to sea."
http://www.guinnessworldrecords.com/content_pages/record.asp?recordid=56021Whoops - Got my math and reading wrong, that is a big explosion. I guess I am thinking of a "useful bomb" rather than just an explosion. Enemies don't generally let you pile thousands of tons of explosives in their country (the big trench mines of WW1 being an exception).
On edit - To further complicate things, here is a source that says the planned Divine Strake would be the largest every conventional explosion at 500 tons (half a kiloton):
As part of a series conducted by the Defense Threat Reduction Agency (DTRA), the explosion will be equivalent to more than half a kiloton or 500 tonnes of TNT, the largest conventional explosion to date.
http://www.janes.com/security/international_security/news/jid/jid060504_1_n.shtml