Once again Rovers named a very young side with a host of Under-16s gaining valuable experience against a much older and stronger Villa outfit.
Rovers were nervous starters and paid the price as the home side swept into a 2-0 first half lead, which was increased to three early in the second half.
But the youngsters grew in confidence as the match wore on with Under-16 striker Ramirez Howarth scoring his first goal for the Under-18s on 67 minutes.
Latching onto a long ball out of defence, the young forward outpaced the Villa back four before beating the onrushing goalkeeper with a cool chip.
Rovers went in search of further goals but were caught at the death as Villa grabbed a fourth to complete the victory.
"We were up against a much stronger and more experienced Villa side," said coach David Lowe. "You could argue that we didn't deserve to lose by such a scoreline.
"In the first half we looked nervous and didn't attack them enough, we rarely threatened their goal. But in the second half we were much better and scored a good goal through Howarth.
"We remained positive and we kept trying to do the right things, again the experience of the match against a stronger and older team should stand them in good stead next season.
ROVERS: Williams, Platt, Askew (sub Callaway 90 mins), Wharton, Nyambe, Hardcastle, Cham (sub Torres 56 mins), Wassi, Howarth, Harris, Keane (sub Mansell 76 mins).
Subs not used: Fisher, Mols.