With sides such as Inter and Sevilla out of the competition, Arsenal are being considered one of the favourites to go all the way and win the competition.
The African star opened the scoring after five minutes, with a close range finish from an Aaron Ramsey's cutback, before sealing the Gunners' place in the Europa League quarter-finals in the 72nd minute.
Following his second goal, Aubameyang pulled out and put on a mask of Marvel superhero Black Panther, which he has since stated was a dedication to his homeland.
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Page went on to reveal that there was a significant assumption being made. "That's important. It is past time for someone to look at the other side of the political coin.
Both Chelsea and Arsenal were drawn away from home in the first leg before returning to London for the second contest.
"Having said that, Arsenal are a great team and it'll be a very hard task for Napoli to get past them into the next round".
"There was no need for the VAR to see the offside".
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Chelsea were always in a great position to get to the last eight.
After finding the back of the net in the 72nd minute and putting Arsenal up 3-0 against Rennes, Aubameyang broke out a "Wakanda Forever" salute while donning a Black Panther mask.
Aubameyang needed it back to hide his embarrassment soon after as he missed two glorious chances in the space of 60 seconds to seal his hat-trick.
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We didn't have the urgency or quality on the ball, the tempo wasn't high enough and we played into their hands. I had until May to do whatever I could with the team and playing style, the mood.
For their part, Rennes grew into the match a little more following a sluggish start and tested Petr Cech before half time through a long-range strike from Hatem Ben Arfa. "In Gabon we call the national team the Panthers", he said after the game.