The two London side's will replay for a place in the last four on Monday, 19th March after a 3-3 draw at Stamford Bridge on Sunday.
"We've had a hard run to the semi-finals with all the away games, and now we'd love to go one better," the Rovers chairman has said.
"We're delighted to be in the draw and it should be an exciting day.
"We were willing to accept whichever ball was drawn out against us."