Whatsapp marks messages that have been delivered from the sender to the WhatsApp servers with a single tick, and Whatsapp messages delivered from the server to the recipient, with the two ticks. After the only step that has appeared, the message is already on the server and can not be removed / aborted.
If your data connection is slow / is not available, you can cancel the message before removing the tick appears.