Jihad is crusade. Crusade is a valid word, not just several historical events.
No, it isn't. Jihad is specifically Muslim holy war. Crusade is generally Christian holy war, and specifically a war to restore Christian control of the Holy Lands. The base word is "crux": cross.
The difference being that Christianity hasn't pursued a real fighting crusade since 1292, whereas Islam is pursuing one today.