Issue still exists with fresh installation of 16.04 server.

rolly@head:~$ apt-show-versions | grep isc-dhcp-server
isc-dhcp-server:amd64/xenial-updates 4.3.3-5ubuntu12.6 uptodate

it works with the solution:
sudo ln -s /etc/apparmor.d/usr.sbin.dhcpd /etc/apparmor.d/disable/
sudo apparmor_parser -R /etc/apparmor.d/usr.sbin.dhcpd

I am running dhcpd on infiniband, ipoib on ib0, here is the working output:
rolly@head:~$ sudo service isc-dhcp-server status
[sudo] password for rolly: 
● isc-dhcp-server.service - ISC DHCP IPv4 server
   Loaded: loaded (/lib/systemd/system/isc-dhcp-server.service; disabled; 
vendor preset: enabled)
   Active: active (running) since Mon 2017-01-09 22:05:34 HKT; 19min ago
     Docs: man:dhcpd(8)
 Main PID: 5173 (dhcpd)
    Tasks: 1
   Memory: 9.0M
      CPU: 25ms
   CGroup: /system.slice/isc-dhcp-server.service
           └─5173 dhcpd -user dhcpd -group dhcpd -f -4 -pf 
/run/dhcp-server/dhcpd.pid -cf /etc/dhcp/dhcpd.conf ib0

Jan 09 22:05:34 head dhcpd[5173]: All rights reserved.
Jan 09 22:05:34 head dhcpd[5173]: For info, please visit 
https://www.isc.org/software/dhcp/
Jan 09 22:05:34 head dhcpd[5173]: Wrote 0 leases to leases file.
Jan 09 22:05:34 head dhcpd[5173]: Listening on LPF/ib0//192.168.0.0/24
Jan 09 22:05:34 head sh[5173]: Listening on LPF/ib0//192.168.0.0/24
Jan 09 22:05:34 head sh[5173]: Sending on   LPF/ib0//192.168.0.0/24
Jan 09 22:05:34 head sh[5173]: Sending on   Socket/fallback/fallback-net
Jan 09 22:05:34 head dhcpd[5173]: Sending on   LPF/ib0//192.168.0.0/24
Jan 09 22:05:34 head dhcpd[5173]: Sending on   Socket/fallback/fallback-net
Jan 09 22:05:34 head dhcpd[5173]: Server starting service.

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https://bugs.launchpad.net/bugs/1543794

Title:
  isc-dhcp-server fails to start on second & further attempts with
  'Can't open /var/lib/dhcp/dhcpd.leases for append'

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