Problem: Knob & Tube + conduit together in ceiling junction box
I see a few common problem areas.  

Wire function

First, there are (were) 4 non-ground wires: black and white from each of conduit and K&amp;T.    The lamp only takes 2 wires. The other 2 wires had been previously connected to each other, and you obviously disturbed that.  If there are 2 controlled fixtures on this switch I may be barking up the wrong tree here. But what usually blindsides novices is thinking wires are color coded for their convenience, and white-white, black-black and done.  Color coding is complete gibberish. (at least until you deal with it long enough to get the hustle and flow of it, and even then, inconsistencies abound). 

In most junction boxes, you need information as to what each cable does.  This data is only stored in how the wires are interconnected.  There is no other repository of that knowledge.  The knowledge can be re-generated by a skilled person with test equipment, but the classic novice error is accidentally destroying that information by hastily dismantling stuff. 

Nutting

The next thing I see is tape on wire nuts.  That is the hallmark of bad wire-nutting, which will certainly create sparks!  Novices put tape on wire-nuts to cover one of two blunders: 


doing the nutting badly, and the wires fall out (or otherwise fail to pass a "pull test").  Iterate on technique. Make sure to crank it down hard enough. It should survive a vigorous pull test (hold the nut and pull each wire in turn).   It is not necessary to pre-twist the wires; the wire nut will do that all by itself very definitely, if you are using proper technique.
stripping the wires too long and leaving exposed wire end beyond the nut end.  If you have excess length, then snip 1/8" or 1/4" or whatever off the very end of the wire.  If not, then use electrical tape to insulate the problematic 1/8" or 1/4" or whatever. 


The problem here, though...

I think you actually have two pieces of good news here.  Wires don't just snap off by themselves; this wire suffered extreme stress.  This solid wire failed right at the conduit fitting.  It was yanked, by someone dangling the fixture from the wire, and that nicked the insulation.  

Good news #1 is it was the hot wire, which means we got to detect it (if it was neutral, we would've never known; and neutral might be nicked too).  

Good news #2 is that the conduit is grounded because this wouldn't have happened otherwise. You will never need a ground wire in that pipe; the conduit is grounded and that means so is the metal box. 

An electrician should make short work of this, and hopefully will use modern THHN which has a tough nylon outer jacket which probably would have prevented this, instead of the obsolete THW which does not.  

It also looks to me like this Knob&amp;Tube is perfectly fine.  The electrician may try to upsell you into a K&amp;T-ectomy, replacing this K&amp;T switch run or all the K&amp;T in the house "for safety".  Believe me, he'll hit you with the full ooga-booga treatment, "very scary!"  Don't buy it for a minute. What will actually get you better safety is AFCI breakers ($40) on all circuits which have K&amp;T.  AFCI trips on any sort of arcing, which is the failure we worry about with K&amp;T.  But AFCI also trips on every other kind of arcing, so the win goes far beyond K&amp;T. 

You can kinda forgive the electrician for being all "replace all the K&amp;T", because that was the only upgrade path until AFCIs came along.  Old habits die hard. 

Also, you in particular are allowed to use $20 AFCI receptacles. They only protect the circuit downline (past) the receptacle, so they would have to be in the right place.  If AFCIs were mandatory, they would not be allowed. 

So don't waste your money prophylactically changing out K&amp;T wires.  Fit AFCIs instead and call it good.