The collector voltage is measured relative to zero, so the statement ' the collector voltage falls' means that the voltage of the collector drops towards zero.
This must increase the voltage across the collector load resistor which is connected between V+ (the voltage rail) and the collector.
By ohms law this increases the current in this resistor. This current also flows through the transistor.