It is not weird, I have computers without a monitor all the time
Do you have a local keyboard attached, or not? If not, it is gonna be difficult, even next to impossible, as Debian does not have ssh or telnet enabled by default. You also need the root password. Do you have that?
Uhm.. how could you do the install without monitor? Or without knowing the root pwd?
jlinkels