From various forums I know when not Samsung chargers, the low current charging power ensures that a new Samsung Tab brings the display with the red cross in the charging indication then invites indeed but extremely slow.
It also states that this display only comes when the charger Specially Tabs brings with Samsung under 2A.
The crosses appear with both original Samsung as well as a third-party cable