Device eth0 does not seem to be present, delaying initialization on CentOS

When I use the command

# ifup eth3

I received the error

"device eth3 does not seem to be present, delaying initialization"

First thing first, Do check whether the network card is there, do use the command

# lspci |grep Mellanox

If the card is detected, do use this command to show the link. This will give you the clues on

# ip -o link

.....
.....
2: eth3:  mtu 1500 qdisc pfifo_fast qlen 1000\ 
link/ether 00:00:00:00:00:01 brd ff:ff:ff:ff:ff:ff
3: eth4:  mtu 1500 qdisc pfifo_fast qlen 1000\ 
link/ether 00:00:00:00:00:02 brd ff:ff:ff:ff:ff:ff
.....
.....

References:

1. device eth1 does not seem to be present, delaying initialization from AR