I don't know what exactly you mean by "whenever the Raspi is booting over the network".
When a machine boots from network (i,e. using DHCP/BOOTP) then usually DHCP server points to, for example, a TFTP server where the kernel and initramfs should be obtained from and kernel parameters. So, you need to check your DHCP/TFTP/etc servers configuration for kernel parameters.